BibTeX records: Stephan Günnemann

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@article{DBLP:journals/corr/abs-2402-09063,
  author       = {Leo Schwinn and
                  David Dobre and
                  Sophie Xhonneux and
                  Gauthier Gidel and
                  Stephan G{\"{u}}nnemann},
  title        = {Soft Prompt Threats: Attacking Safety Alignment and Unlearning in
                  Open-Source LLMs through the Embedding Space},
  journal      = {CoRR},
  volume       = {abs/2402.09063},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.09063},
  doi          = {10.48550/ARXIV.2402.09063},
  eprinttype    = {arXiv},
  eprint       = {2402.09063},
  timestamp    = {Mon, 19 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-09063.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-09154,
  author       = {Simon Geisler and
                  Tom Wollschl{\"{a}}ger and
                  M. H. I. Abdalla and
                  Johannes Gasteiger and
                  Stephan G{\"{u}}nnemann},
  title        = {Attacking Large Language Models with Projected Gradient Descent},
  journal      = {CoRR},
  volume       = {abs/2402.09154},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.09154},
  doi          = {10.48550/ARXIV.2402.09154},
  eprinttype    = {arXiv},
  eprint       = {2402.09154},
  timestamp    = {Mon, 19 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-09154.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-15978,
  author       = {Rayen Dhahri and
                  Alexander Immer and
                  Bertrand Charpentier and
                  Stephan G{\"{u}}nnemann and
                  Vincent Fortuin},
  title        = {Shaving Weights with Occam's Razor: Bayesian Sparsification for Neural
                  Networks Using the Marginal Likelihood},
  journal      = {CoRR},
  volume       = {abs/2402.15978},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.15978},
  doi          = {10.48550/ARXIV.2402.15978},
  eprinttype    = {arXiv},
  eprint       = {2402.15978},
  timestamp    = {Mon, 25 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-15978.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/LeibrandtG23,
  author       = {Richard Leibrandt and
                  Stephan G{\"{u}}nnemann},
  title        = {Generalized density attractor clustering for incomplete data},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {37},
  number       = {2},
  pages        = {970--1009},
  year         = {2023},
  url          = {https://doi.org/10.1007/s10618-022-00904-6},
  doi          = {10.1007/S10618-022-00904-6},
  timestamp    = {Sat, 11 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/datamine/LeibrandtG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/toms/LinLWLG23,
  author       = {Hao Lin and
                  Hongfu Liu and
                  Junjie Wu and
                  Hong Li and
                  Stephan G{\"{u}}nnemann},
  title        = {Algorithm 1038: {KCC:} {A} {MATLAB} Package for \emph{k}-Means-based
                  Consensus Clustering},
  journal      = {{ACM} Trans. Math. Softw.},
  volume       = {49},
  number       = {4},
  pages        = {40:1--40:27},
  year         = {2023},
  url          = {https://doi.org/10.1145/3616011},
  doi          = {10.1145/3616011},
  timestamp    = {Sun, 04 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/toms/LinLWLG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aisafety/FrancoKLRG23,
  author       = {Nicola Franco and
                  Daniel Korth and
                  Jeanette Miriam Lorenz and
                  Karsten Roscher and
                  Stephan G{\"{u}}nnemann},
  editor       = {Gabriel Pedroza and
                  Xiaowei Huang and
                  Xin Cynthia Chen and
                  Andreas Theodorou and
                  Hu{\'{a}}scar Espinoza and
                  Nikolaos Matragkas and
                  Jos{\'{e}} Hern{\'{a}}ndez{-}Orallo and
                  Mauricio Castillo{-}Effen and
                  Richard Mallah and
                  John A. McDermid and
                  David M. Bossens and
                  Bettina K{\"{o}}nighofer and
                  Sebastian Tschiatschek and
                  Anqi Liu},
  title        = {Diffusion Denoised Smoothing for Certified and Adversarial Robust
                  Out Of Distribution},
  booktitle    = {Proceedings of the {IJCAI-23} Joint Workshop on Artificial Intelligence
                  Safety and Safe Reinforcement Learning (AISafety-SafeRL 2023) co-located
                  with the 32nd International Joint Conference on Artificial Intelligence(IJCAI2023),
                  Macau, China, August 21-22, 2023},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {3505},
  publisher    = {CEUR-WS.org},
  year         = {2023},
  url          = {https://ceur-ws.org/Vol-3505/paper\_5.pdf},
  timestamp    = {Fri, 08 Dec 2023 14:24:28 +0100},
  biburl       = {https://dblp.org/rec/conf/aisafety/FrancoKLRG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/atal/HaiderRRG23,
  author       = {Tom Haider and
                  Karsten Roscher and
                  Felippe Schmoeller da Roza and
                  Stephan G{\"{u}}nnemann},
  editor       = {Noa Agmon and
                  Bo An and
                  Alessandro Ricci and
                  William Yeoh},
  title        = {Out-of-Distribution Detection for Reinforcement Learning Agents with
                  Probabilistic Dynamics Models},
  booktitle    = {Proceedings of the 2023 International Conference on Autonomous Agents
                  and Multiagent Systems, {AAMAS} 2023, London, United Kingdom, 29 May
                  2023 - 2 June 2023},
  pages        = {851--859},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://dl.acm.org/doi/10.5555/3545946.3598721},
  doi          = {10.5555/3545946.3598721},
  timestamp    = {Tue, 23 May 2023 14:27:14 +0200},
  biburl       = {https://dblp.org/rec/conf/atal/HaiderRRG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bmvc/SchmidtG23,
  author       = {Sebastian Schmidt and
                  Stephan G{\"{u}}nnemann},
  title        = {Stream-based Active Learning by Exploiting Temporal Properties in
                  Perception with Temporal Predicted Loss},
  booktitle    = {34th British Machine Vision Conference 2023, {BMVC} 2023, Aberdeen,
                  UK, November 20-24, 2023},
  pages        = {664},
  publisher    = {{BMVA} Press},
  year         = {2023},
  url          = {http://proceedings.bmvc2023.org/664/},
  timestamp    = {Mon, 11 Mar 2024 15:42:29 +0100},
  biburl       = {https://dblp.org/rec/conf/bmvc/SchmidtG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cain/MoinBGC23,
  author       = {Armin Moin and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann and
                  Moharram Challenger},
  title        = {Enabling Machine Learning in Software Architecture Frameworks},
  booktitle    = {2nd {IEEE/ACM} International Conference on {AI} Engineering - Software
                  Engineering for AI, {CAIN} 2023, Melbourne, Australia, May 15-16,
                  2023},
  pages        = {92--93},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/CAIN58948.2023.00021},
  doi          = {10.1109/CAIN58948.2023.00021},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cain/MoinBGC23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/corl/FengLGGT23,
  author       = {Jianxiang Feng and
                  Jongseok Lee and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann and
                  Rudolph Triebel},
  editor       = {Jie Tan and
                  Marc Toussaint and
                  Kourosh Darvish},
  title        = {Topology-Matching Normalizing Flows for Out-of-Distribution Detection
                  in Robot Learning},
  booktitle    = {Conference on Robot Learning, CoRL 2023, 6-9 November 2023, Atlanta,
                  GA, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {229},
  pages        = {3214--3241},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v229/feng23b.html},
  timestamp    = {Tue, 20 Feb 2024 12:11:46 +0100},
  biburl       = {https://dblp.org/rec/conf/corl/FengLGGT23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/GaoG23,
  author       = {Nicholas Gao and
                  Stephan G{\"{u}}nnemann},
  title        = {Sampling-free Inference for Ab-Initio Potential Energy Surface Networks},
  booktitle    = {The Eleventh International Conference on Learning Representations,
                  {ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
  publisher    = {OpenReview.net},
  year         = {2023},
  url          = {https://openreview.net/pdf?id=Tuk3Pqaizx},
  timestamp    = {Fri, 30 Jun 2023 14:38:38 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/GaoG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/Gosch0GG23,
  author       = {Lukas Gosch and
                  Daniel Sturm and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann},
  title        = {Revisiting Robustness in Graph Machine Learning},
  booktitle    = {The Eleventh International Conference on Learning Representations,
                  {ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
  publisher    = {OpenReview.net},
  year         = {2023},
  url          = {https://openreview.net/pdf?id=h1o7Ry9Zctm},
  timestamp    = {Fri, 30 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/Gosch0GG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/PaolinoBGKL23,
  author       = {Raffaele Paolino and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann and
                  Gitta Kutyniok and
                  Ron Levie},
  title        = {Unveiling the sampling density in non-uniform geometric graphs},
  booktitle    = {The Eleventh International Conference on Learning Representations,
                  {ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
  publisher    = {OpenReview.net},
  year         = {2023},
  url          = {https://openreview.net/pdf?id=mnVf1W6ipGm},
  timestamp    = {Fri, 30 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/PaolinoBGKL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/SchuchardtWBG23,
  author       = {Jan Schuchardt and
                  Tom Wollschl{\"{a}}ger and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Localized Randomized Smoothing for Collective Robustness Certification},
  booktitle    = {The Eleventh International Conference on Learning Representations,
                  {ICLR} 2023, Kigali, Rwanda, May 1-5, 2023},
  publisher    = {OpenReview.net},
  year         = {2023},
  url          = {https://openreview.net/pdf?id=-k7Lvk0GpBl},
  timestamp    = {Fri, 30 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/SchuchardtWBG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BilosRSNG23,
  author       = {Marin Bilos and
                  Kashif Rasul and
                  Anderson Schneider and
                  Yuriy Nevmyvaka and
                  Stephan G{\"{u}}nnemann},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Modeling Temporal Data as Continuous Functions with Stochastic Process
                  Diffusion},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {2452--2470},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/bilos23a.html},
  timestamp    = {Mon, 28 Aug 2023 17:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BilosRSNG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GaoG23,
  author       = {Nicholas Gao and
                  Stephan G{\"{u}}nnemann},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Generalizing Neural Wave Functions},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {10708--10726},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/gao23c.html},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/GaoG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/GeislerLMCGP23,
  author       = {Simon Geisler and
                  Yujia Li and
                  Daniel J. Mankowitz and
                  Ali Taylan Cemgil and
                  Stephan G{\"{u}}nnemann and
                  Cosmin Paduraru},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Transformers Meet Directed Graphs},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {11144--11172},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/geisler23a.html},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/GeislerLMCGP23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KosmalaGGG23,
  author       = {Arthur Kosmala and
                  Johannes Gasteiger and
                  Nicholas Gao and
                  Stephan G{\"{u}}nnemann},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Ewald-based Long-Range Message Passing for Molecular Graphs},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {17544--17563},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/kosmala23a.html},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KosmalaGGG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/WollschlagerGCK23,
  author       = {Tom Wollschl{\"{a}}ger and
                  Nicholas Gao and
                  Bertrand Charpentier and
                  Mohamed Amine Ketata and
                  Stephan G{\"{u}}nnemann},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Uncertainty Estimation for Molecules: Desiderata and Methods},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {37133--37156},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/wollschlager23a.html},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/WollschlagerGCK23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ivs/SchwaigerMRG23,
  author       = {Franziska Schwaiger and
                  Andrea Matic and
                  Karsten Roscher and
                  Stephan G{\"{u}}nnemann},
  title        = {Preventing Errors in Person Detection: {A} Part-Based Self-Monitoring
                  Framework},
  booktitle    = {{IEEE} Intelligent Vehicles Symposium, {IV} 2023, Anchorage, AK, USA,
                  June 4-7, 2023},
  pages        = {1--8},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/IV55152.2023.10186644},
  doi          = {10.1109/IV55152.2023.10186644},
  timestamp    = {Tue, 08 Aug 2023 10:24:13 +0200},
  biburl       = {https://dblp.org/rec/conf/ivs/SchwaigerMRG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GoschG0CZG23,
  author       = {Lukas Gosch and
                  Simon Geisler and
                  Daniel Sturm and
                  Bertrand Charpentier and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Adversarial Training for Graph Neural Networks: Pitfalls, Solutions,
                  and New Directions},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/b5a801e6bc4f4ffa3e6786518a324488-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/GoschG0CZG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LudkeBSLG23,
  author       = {David L{\"{u}}dke and
                  Marin Bilos and
                  Oleksandr Shchur and
                  Marten Lienen and
                  Stephan G{\"{u}}nnemann},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Add and Thin: Diffusion for Temporal Point Processes},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/b1d9c7e7bd265d81aae8d74a7a6bd7f1-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/LudkeBSLG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ScholtenSBG23,
  author       = {Yan Scholten and
                  Jan Schuchardt and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {Hierarchical Randomized Smoothing},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/9c0efc0d84c263972af72bf70a2de533-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ScholtenSBG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SchuchardtSG23,
  author       = {Jan Schuchardt and
                  Yan Scholten and
                  Stephan G{\"{u}}nnemann},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {(Provable) Adversarial Robustness for Group Equivariant Tasks: Graphs,
                  Point Clouds, Molecules, and More},
  booktitle    = {Advances in Neural Information Processing Systems 36: Annual Conference
                  on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
                  LA, USA, December 10 - 16, 2023},
  year         = {2023},
  url          = {http://papers.nips.cc/paper\_files/paper/2023/hash/00db17c36b5435195760520efa96d99c-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/SchuchardtSG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/WieseWPBGR23,
  author       = {Jonas Gregor Wiese and
                  Lisa Wimmer and
                  Theodore Papamarkou and
                  Bernd Bischl and
                  Stephan G{\"{u}}nnemann and
                  David R{\"{u}}gamer},
  editor       = {Danai Koutra and
                  Claudia Plant and
                  Manuel Gomez{-}Rodriguez and
                  Elena Baralis and
                  Francesco Bonchi},
  title        = {Towards Efficient {MCMC} Sampling in Bayesian Neural Networks by Exploiting
                  Symmetry},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases: Research Track
                  - European Conference, {ECML} {PKDD} 2023, Turin, Italy, September
                  18-22, 2023, Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {14169},
  pages        = {459--474},
  publisher    = {Springer},
  year         = {2023},
  url          = {https://doi.org/10.1007/978-3-031-43412-9\_27},
  doi          = {10.1007/978-3-031-43412-9\_27},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/WieseWPBGR23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/qce/FrancoWPGL23,
  author       = {Nicola Franco and
                  Tom Wollschl{\"{a}}ger and
                  Benedikt Poggel and
                  Stephan G{\"{u}}nnemann and
                  Jeanette Miriam Lorenz},
  editor       = {Brian La Cour and
                  Lia Yeh and
                  Marek Osinski},
  title        = {Efficient {MILP} Decomposition in Quantum Computing for ReLU Network
                  Robustness},
  booktitle    = {{IEEE} International Conference on Quantum Computing and Engineering,
                  {QCE} 2023, Bellevue, WA, USA, September 17-22, 2023},
  pages        = {524--534},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/QCE57702.2023.00066},
  doi          = {10.1109/QCE57702.2023.00066},
  timestamp    = {Fri, 15 Dec 2023 20:24:40 +0100},
  biburl       = {https://dblp.org/rec/conf/qce/FrancoWPGL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-00738,
  author       = {Morgane Ayle and
                  Jan Schuchardt and
                  Lukas Gosch and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  title        = {Training Differentially Private Graph Neural Networks with Random
                  Walk Sampling},
  journal      = {CoRR},
  volume       = {abs/2301.00738},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2301.00738},
  doi          = {10.48550/ARXIV.2301.00738},
  eprinttype    = {arXiv},
  eprint       = {2301.00738},
  timestamp    = {Tue, 10 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2301-00738.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-02039,
  author       = {Yan Scholten and
                  Jan Schuchardt and
                  Simon Geisler and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Randomized Message-Interception Smoothing: Gray-box Certificates for
                  Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2301.02039},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2301.02039},
  doi          = {10.48550/ARXIV.2301.02039},
  eprinttype    = {arXiv},
  eprint       = {2301.02039},
  timestamp    = {Tue, 10 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2301-02039.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-13694,
  author       = {Felix Mujkanovic and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann and
                  Aleksandar Bojchevski},
  title        = {Are Defenses for Graph Neural Networks Robust?},
  journal      = {CoRR},
  volume       = {abs/2301.13694},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2301.13694},
  doi          = {10.48550/ARXIV.2301.13694},
  eprinttype    = {arXiv},
  eprint       = {2301.13694},
  timestamp    = {Thu, 02 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2301-13694.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-00049,
  author       = {Simon Geisler and
                  Yujia Li and
                  Daniel J. Mankowitz and
                  Ali Taylan Cemgil and
                  Stephan G{\"{u}}nnemann and
                  Cosmin Paduraru},
  title        = {Transformers Meet Directed Graphs},
  journal      = {CoRR},
  volume       = {abs/2302.00049},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.00049},
  doi          = {10.48550/ARXIV.2302.00049},
  eprinttype    = {arXiv},
  eprint       = {2302.00049},
  timestamp    = {Thu, 09 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-00049.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-02829,
  author       = {Jan Schuchardt and
                  Aleksandar Bojchevski and
                  Johannes Gasteiger and
                  Stephan G{\"{u}}nnemann},
  title        = {Collective Robustness Certificates: Exploiting Interdependence in
                  Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2302.02829},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.02829},
  doi          = {10.48550/ARXIV.2302.02829},
  eprinttype    = {arXiv},
  eprint       = {2302.02829},
  timestamp    = {Fri, 10 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-02829.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-04168,
  author       = {Nicholas Gao and
                  Stephan G{\"{u}}nnemann},
  title        = {Generalizing Neural Wave Functions},
  journal      = {CoRR},
  volume       = {abs/2302.04168},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.04168},
  doi          = {10.48550/ARXIV.2302.04168},
  eprinttype    = {arXiv},
  eprint       = {2302.04168},
  timestamp    = {Fri, 10 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-04168.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-04791,
  author       = {Arthur Kosmala and
                  Johannes Gasteiger and
                  Nicholas Gao and
                  Stephan G{\"{u}}nnemann},
  title        = {Ewald-based Long-Range Message Passing for Molecular Graphs},
  journal      = {CoRR},
  volume       = {abs/2303.04791},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.04791},
  doi          = {10.48550/ARXIV.2303.04791},
  eprinttype    = {arXiv},
  eprint       = {2303.04791},
  timestamp    = {Wed, 15 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-04791.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-05796,
  author       = {Bertrand Charpentier and
                  Chenxiang Zhang and
                  Stephan G{\"{u}}nnemann},
  title        = {Training, Architecture, and Prior for Deterministic Uncertainty Methods},
  journal      = {CoRR},
  volume       = {abs/2303.05796},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.05796},
  doi          = {10.48550/ARXIV.2303.05796},
  eprinttype    = {arXiv},
  eprint       = {2303.05796},
  timestamp    = {Wed, 15 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-05796.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-14961,
  author       = {Nicola Franco and
                  Daniel Korth and
                  Jeanette Miriam Lorenz and
                  Karsten Roscher and
                  Stephan G{\"{u}}nnemann},
  title        = {Diffusion Denoised Smoothing for Certified and Adversarial Robust
                  Out-Of-Distribution Detection},
  journal      = {CoRR},
  volume       = {abs/2303.14961},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2303.14961},
  doi          = {10.48550/ARXIV.2303.14961},
  eprinttype    = {arXiv},
  eprint       = {2303.14961},
  timestamp    = {Fri, 14 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2303-14961.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-00897,
  author       = {Johannes Getzner and
                  Bertrand Charpentier and
                  Stephan G{\"{u}}nnemann},
  title        = {Accuracy is not the only Metric that matters: Estimating the Energy
                  Consumption of Deep Learning Models},
  journal      = {CoRR},
  volume       = {abs/2304.00897},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.00897},
  doi          = {10.48550/ARXIV.2304.00897},
  eprinttype    = {arXiv},
  eprint       = {2304.00897},
  timestamp    = {Mon, 17 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-00897.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-02902,
  author       = {Jonas Gregor Wiese and
                  Lisa Wimmer and
                  Theodore Papamarkou and
                  Bernd Bischl and
                  Stephan G{\"{u}}nnemann and
                  David R{\"{u}}gamer},
  title        = {Towards Efficient {MCMC} Sampling in Bayesian Neural Networks by Exploiting
                  Symmetry},
  journal      = {CoRR},
  volume       = {abs/2304.02902},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.02902},
  doi          = {10.48550/ARXIV.2304.02902},
  eprinttype    = {arXiv},
  eprint       = {2304.02902},
  timestamp    = {Thu, 20 Apr 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-02902.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-00472,
  author       = {Nicola Franco and
                  Tom Wollschl{\"{a}}ger and
                  Benedikt Poggel and
                  Stephan G{\"{u}}nnemann and
                  Jeanette Miriam Lorenz},
  title        = {Efficient {MILP} Decomposition in Quantum Computing for ReLU Network
                  Robustness},
  journal      = {CoRR},
  volume       = {abs/2305.00472},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.00472},
  doi          = {10.48550/ARXIV.2305.00472},
  eprinttype    = {arXiv},
  eprint       = {2305.00472},
  timestamp    = {Fri, 05 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-00472.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-00851,
  author       = {Lukas Gosch and
                  Daniel Sturm and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann},
  title        = {Revisiting Robustness in Graph Machine Learning},
  journal      = {CoRR},
  volume       = {abs/2305.00851},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.00851},
  doi          = {10.48550/ARXIV.2305.00851},
  eprinttype    = {arXiv},
  eprint       = {2305.00851},
  timestamp    = {Mon, 15 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-00851.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-10498,
  author       = {Emanuele Rossi and
                  Bertrand Charpentier and
                  Francesco Di Giovanni and
                  Fabrizio Frasca and
                  Stephan G{\"{u}}nnemann and
                  Michael M. Bronstein},
  title        = {Edge Directionality Improves Learning on Heterophilic Graphs},
  journal      = {CoRR},
  volume       = {abs/2305.10498},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.10498},
  doi          = {10.48550/ARXIV.2305.10498},
  eprinttype    = {arXiv},
  eprint       = {2305.10498},
  timestamp    = {Wed, 24 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-10498.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-19303,
  author       = {Leon Hetzel and
                  Johanna Sommer and
                  Bastian Rieck and
                  Fabian J. Theis and
                  Stephan G{\"{u}}nnemann},
  title        = {MAGNet: Motif-Agnostic Generation of Molecules from Shapes},
  journal      = {CoRR},
  volume       = {abs/2305.19303},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2305.19303},
  doi          = {10.48550/ARXIV.2305.19303},
  eprinttype    = {arXiv},
  eprint       = {2305.19303},
  timestamp    = {Tue, 06 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2305-19303.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-01776,
  author       = {Marten Lienen and
                  Jan Hansen{-}Palmus and
                  David L{\"{u}}dke and
                  Stephan G{\"{u}}nnemann},
  title        = {Generative Diffusion for 3D Turbulent Flows},
  journal      = {CoRR},
  volume       = {abs/2306.01776},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.01776},
  doi          = {10.48550/ARXIV.2306.01776},
  eprinttype    = {arXiv},
  eprint       = {2306.01776},
  timestamp    = {Wed, 14 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-01776.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-14916,
  author       = {Tom Wollschl{\"{a}}ger and
                  Nicholas Gao and
                  Bertrand Charpentier and
                  Mohamed Amine Ketata and
                  Stephan G{\"{u}}nnemann},
  title        = {Uncertainty Estimation for Molecules: Desiderata and Methods},
  journal      = {CoRR},
  volume       = {abs/2306.14916},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.14916},
  doi          = {10.48550/ARXIV.2306.14916},
  eprinttype    = {arXiv},
  eprint       = {2306.14916},
  timestamp    = {Mon, 03 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-14916.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-15427,
  author       = {Lukas Gosch and
                  Simon Geisler and
                  Daniel Sturm and
                  Bertrand Charpentier and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  title        = {Adversarial Training for Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2306.15427},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.15427},
  doi          = {10.48550/ARXIV.2306.15427},
  eprinttype    = {arXiv},
  eprint       = {2306.15427},
  timestamp    = {Fri, 30 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-15427.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-17246,
  author       = {Johanna Sommer and
                  Leon Hetzel and
                  David L{\"{u}}dke and
                  Fabian J. Theis and
                  Stephan G{\"{u}}nnemann},
  title        = {The power of motifs as inductive bias for learning molecular distributions},
  journal      = {CoRR},
  volume       = {abs/2306.17246},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.17246},
  doi          = {10.48550/ARXIV.2306.17246},
  eprinttype    = {arXiv},
  eprint       = {2306.17246},
  timestamp    = {Mon, 03 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-17246.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-01317,
  author       = {Jianxiang Feng and
                  Matan Atad and
                  Ismael Rodr{\'{\i}}guez and
                  Maximilian Durner and
                  Stephan G{\"{u}}nnemann and
                  Rudolph Triebel},
  title        = {Density-based Feasibility Learning with Normalizing Flows for Introspective
                  Robotic Assembly},
  journal      = {CoRR},
  volume       = {abs/2307.01317},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.01317},
  doi          = {10.48550/ARXIV.2307.01317},
  eprinttype    = {arXiv},
  eprint       = {2307.01317},
  timestamp    = {Mon, 10 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-01317.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-04533,
  author       = {Franziska Schwaiger and
                  Andrea Matic and
                  Karsten Roscher and
                  Stephan G{\"{u}}nnemann},
  title        = {Preventing Errors in Person Detection: {A} Part-Based Self-Monitoring
                  Framework},
  journal      = {CoRR},
  volume       = {abs/2307.04533},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.04533},
  doi          = {10.48550/ARXIV.2307.04533},
  eprinttype    = {arXiv},
  eprint       = {2307.04533},
  timestamp    = {Mon, 24 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-04533.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-08423,
  author       = {Xuan Zhang and
                  Limei Wang and
                  Jacob Helwig and
                  Youzhi Luo and
                  Cong Fu and
                  Yaochen Xie and
                  Meng Liu and
                  Yuchao Lin and
                  Zhao Xu and
                  Keqiang Yan and
                  Keir Adams and
                  Maurice Weiler and
                  Xiner Li and
                  Tianfan Fu and
                  Yucheng Wang and
                  Haiyang Yu and
                  Yuqing Xie and
                  Xiang Fu and
                  Alex Strasser and
                  Shenglong Xu and
                  Yi Liu and
                  Yuanqi Du and
                  Alexandra Saxton and
                  Hongyi Ling and
                  Hannah Lawrence and
                  Hannes St{\"{a}}rk and
                  Shurui Gui and
                  Carl Edwards and
                  Nicholas Gao and
                  Adriana Ladera and
                  Tailin Wu and
                  Elyssa F. Hofgard and
                  Aria Mansouri Tehrani and
                  Rui Wang and
                  Ameya Daigavane and
                  Montgomery Bohde and
                  Jerry Kurtin and
                  Qian Huang and
                  Tuong Phung and
                  Minkai Xu and
                  Chaitanya K. Joshi and
                  Simon V. Mathis and
                  Kamyar Azizzadenesheli and
                  Ada Fang and
                  Al{\'{a}}n Aspuru{-}Guzik and
                  Erik J. Bekkers and
                  Michael M. Bronstein and
                  Marinka Zitnik and
                  Anima Anandkumar and
                  Stefano Ermon and
                  Pietro Li{\`{o}} and
                  Rose Yu and
                  Stephan G{\"{u}}nnemann and
                  Jure Leskovec and
                  Heng Ji and
                  Jimeng Sun and
                  Regina Barzilay and
                  Tommi S. Jaakkola and
                  Connor W. Coley and
                  Xiaoning Qian and
                  Xiaofeng Qian and
                  Tess E. Smidt and
                  Shuiwang Ji},
  title        = {Artificial Intelligence for Science in Quantum, Atomistic, and Continuum
                  Systems},
  journal      = {CoRR},
  volume       = {abs/2307.08423},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2307.08423},
  doi          = {10.48550/ARXIV.2307.08423},
  eprinttype    = {arXiv},
  eprint       = {2307.08423},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2307-08423.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-05239,
  author       = {Armin Moin and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann and
                  Moharram Challenger},
  title        = {AI-Enabled Software and System Architecture Frameworks: Focusing on
                  smart Cyber-Physical Systems {(CPS)}},
  journal      = {CoRR},
  volume       = {abs/2308.05239},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.05239},
  doi          = {10.48550/ARXIV.2308.05239},
  eprinttype    = {arXiv},
  eprint       = {2308.05239},
  timestamp    = {Tue, 22 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-05239.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-08173,
  author       = {Francesco Campi and
                  Lukas Gosch and
                  Tom Wollschl{\"{a}}ger and
                  Yan Scholten and
                  Stephan G{\"{u}}nnemann},
  title        = {Expressivity of Graph Neural Networks Through the Lens of Adversarial
                  Robustness},
  journal      = {CoRR},
  volume       = {abs/2308.08173},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.08173},
  doi          = {10.48550/ARXIV.2308.08173},
  eprinttype    = {arXiv},
  eprint       = {2308.08173},
  timestamp    = {Thu, 24 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-08173.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-05517,
  author       = {Sebastian Schmidt and
                  Stephan G{\"{u}}nnemann},
  title        = {Stream-based Active Learning by Exploiting Temporal Properties in
                  Perception with Temporal Predicted Loss},
  journal      = {CoRR},
  volume       = {abs/2309.05517},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2309.05517},
  doi          = {10.48550/ARXIV.2309.05517},
  eprinttype    = {arXiv},
  eprint       = {2309.05517},
  timestamp    = {Wed, 28 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2309-05517.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-04285,
  author       = {Marcel Kollovieh and
                  Lukas Gosch and
                  Yan Scholten and
                  Marten Lienen and
                  Stephan G{\"{u}}nnemann},
  title        = {Assessing Robustness via Score-Based Adversarial Image Generation},
  journal      = {CoRR},
  volume       = {abs/2310.04285},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.04285},
  doi          = {10.48550/ARXIV.2310.04285},
  eprinttype    = {arXiv},
  eprint       = {2310.04285},
  timestamp    = {Fri, 20 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-04285.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-16221,
  author       = {Yan Scholten and
                  Jan Schuchardt and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Hierarchical Randomized Smoothing},
  journal      = {CoRR},
  volume       = {abs/2310.16221},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.16221},
  doi          = {10.48550/ARXIV.2310.16221},
  eprinttype    = {arXiv},
  eprint       = {2310.16221},
  timestamp    = {Tue, 31 Oct 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-16221.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-19737,
  author       = {Leo Schwinn and
                  David Dobre and
                  Stephan G{\"{u}}nnemann and
                  Gauthier Gidel},
  title        = {Adversarial Attacks and Defenses in Large Language Models: Old and
                  New Threats},
  journal      = {CoRR},
  volume       = {abs/2310.19737},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2310.19737},
  doi          = {10.48550/ARXIV.2310.19737},
  eprinttype    = {arXiv},
  eprint       = {2310.19737},
  timestamp    = {Fri, 03 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2310-19737.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-01139,
  author       = {David L{\"{u}}dke and
                  Marin Bilos and
                  Oleksandr Shchur and
                  Marten Lienen and
                  Stephan G{\"{u}}nnemann},
  title        = {Add and Thin: Diffusion for Temporal Point Processes},
  journal      = {CoRR},
  volume       = {abs/2311.01139},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.01139},
  doi          = {10.48550/ARXIV.2311.01139},
  eprinttype    = {arXiv},
  eprint       = {2311.01139},
  timestamp    = {Tue, 07 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-01139.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-06481,
  author       = {Jianxiang Feng and
                  Jongseok Lee and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann and
                  Rudolph Triebel},
  title        = {Topology-Matching Normalizing Flows for Out-of-Distribution Detection
                  in Robot Learning},
  journal      = {CoRR},
  volume       = {abs/2311.06481},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.06481},
  doi          = {10.48550/ARXIV.2311.06481},
  eprinttype    = {arXiv},
  eprint       = {2311.06481},
  timestamp    = {Wed, 15 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-06481.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-17853,
  author       = {Filippo Guerranti and
                  Zinuo Yi and
                  Anna Starovoit and
                  Rafiq Kamel and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann},
  title        = {On the Adversarial Robustness of Graph Contrastive Learning Methods},
  journal      = {CoRR},
  volume       = {abs/2311.17853},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.17853},
  doi          = {10.48550/ARXIV.2311.17853},
  eprinttype    = {arXiv},
  eprint       = {2311.17853},
  timestamp    = {Tue, 05 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-17853.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-02708,
  author       = {Jan Schuchardt and
                  Yan Scholten and
                  Stephan G{\"{u}}nnemann},
  title        = {(Provable) Adversarial Robustness for Group Equivariant Tasks: Graphs,
                  Point Clouds, Molecules, and More},
  journal      = {CoRR},
  volume       = {abs/2312.02708},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2312.02708},
  doi          = {10.48550/ARXIV.2312.02708},
  eprinttype    = {arXiv},
  eprint       = {2312.02708},
  timestamp    = {Thu, 28 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2312-02708.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-05340,
  author       = {Michael Plainer and
                  Hannes St{\"{a}}rk and
                  Charlotte Bunne and
                  Stephan G{\"{u}}nnemann},
  title        = {Transition Path Sampling with Boltzmann Generator-based {MCMC} Moves},
  journal      = {CoRR},
  volume       = {abs/2312.05340},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2312.05340},
  doi          = {10.48550/ARXIV.2312.05340},
  eprinttype    = {arXiv},
  eprint       = {2312.05340},
  timestamp    = {Tue, 09 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2312-05340.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-05502,
  author       = {Ege Erdogan and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann},
  title        = {Poisoning {\texttimes} Evasion: Symbiotic Adversarial Robustness for
                  Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2312.05502},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2312.05502},
  doi          = {10.48550/ARXIV.2312.05502},
  eprinttype    = {arXiv},
  eprint       = {2312.05502},
  timestamp    = {Wed, 03 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2312-05502.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/MrowcaGG22,
  author       = {Artur Mrowca and
                  Florian Gyrock and
                  Stephan G{\"{u}}nnemann},
  title        = {Temporal state change Bayesian networks for modeling of evolving multivariate
                  state sequences: model, structure discovery and parameter estimation},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {36},
  number       = {1},
  pages        = {240--294},
  year         = {2022},
  url          = {https://doi.org/10.1007/s10618-021-00807-y},
  doi          = {10.1007/S10618-021-00807-Y},
  timestamp    = {Tue, 28 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/datamine/MrowcaGG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dpd/SchuleLSKNG22,
  author       = {Maximilian E. Sch{\"{u}}le and
                  Harald Lang and
                  Maximilian Springer and
                  Alfons Kemper and
                  Thomas Neumann and
                  Stephan G{\"{u}}nnemann},
  title        = {Recursive {SQL} and GPU-support for in-database machine learning},
  journal      = {Distributed Parallel Databases},
  volume       = {40},
  number       = {2-3},
  pages        = {205--259},
  year         = {2022},
  url          = {https://doi.org/10.1007/s10619-022-07417-7},
  doi          = {10.1007/S10619-022-07417-7},
  timestamp    = {Tue, 29 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/dpd/SchuleLSKNG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/KuvshinovG22,
  author       = {Aleksei Kuvshinov and
                  Stephan G{\"{u}}nnemann},
  title        = {Robustness verification of ReLU networks via quadratic programming},
  journal      = {Mach. Learn.},
  volume       = {111},
  number       = {7},
  pages        = {2407--2433},
  year         = {2022},
  url          = {https://doi.org/10.1007/s10994-022-06132-9},
  doi          = {10.1007/S10994-022-06132-9},
  timestamp    = {Mon, 08 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ml/KuvshinovG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlst/StockerGBGM22,
  author       = {Sina Stocker and
                  Johannes Gasteiger and
                  Florian Becker and
                  Stephan G{\"{u}}nnemann and
                  Johannes T. Margraf},
  title        = {How robust are modern graph neural network potentials in long and
                  hot molecular dynamics simulations?},
  journal      = {Mach. Learn. Sci. Technol.},
  volume       = {3},
  number       = {4},
  pages        = {45010},
  year         = {2022},
  url          = {https://doi.org/10.1088/2632-2153/ac9955},
  doi          = {10.1088/2632-2153/AC9955},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/mlst/StockerGBGM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sosym/MoinCBG22,
  author       = {Armin Moin and
                  Moharram Challenger and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann},
  title        = {A model-driven approach to machine learning and software modeling
                  for the IoT},
  journal      = {Softw. Syst. Model.},
  volume       = {21},
  number       = {3},
  pages        = {987--1014},
  year         = {2022},
  url          = {https://doi.org/10.1007/s10270-021-00967-x},
  doi          = {10.1007/S10270-021-00967-X},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/sosym/MoinCBG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tmlr/GasteigerSSGUZD22,
  author       = {Johannes Gasteiger and
                  Muhammed Shuaibi and
                  Anuroop Sriram and
                  Stephan G{\"{u}}nnemann and
                  Zachary W. Ulissi and
                  C. Lawrence Zitnick and
                  Abhishek Das},
  title        = {GemNet-OC: Developing Graph Neural Networks for Large and Diverse
                  Molecular Simulation Datasets},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2022},
  year         = {2022},
  url          = {https://openreview.net/forum?id=u8tvSxm4Bs},
  timestamp    = {Fri, 19 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tmlr/GasteigerSSGUZD22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tvcg/ThielNJGK22,
  author       = {Kevin Kennard Thiel and
                  Florian Naumann and
                  Eduard Jundt and
                  Stephan G{\"{u}}nnemann and
                  Gudrun Klinker},
  title        = {{C.DOT} - Convolutional Deep Object Tracker for Augmented Reality
                  Based Purely on Synthetic Data},
  journal      = {{IEEE} Trans. Vis. Comput. Graph.},
  volume       = {28},
  number       = {12},
  pages        = {4434--4451},
  year         = {2022},
  url          = {https://doi.org/10.1109/TVCG.2021.3089096},
  doi          = {10.1109/TVCG.2021.3089096},
  timestamp    = {Thu, 27 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tvcg/ThielNJGK22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/KuvshinovKKVG22,
  author       = {Aleksei Kuvshinov and
                  Daniel Knobloch and
                  Daniel K{\"{u}}lzer and
                  Elen Vardanyan and
                  Stephan G{\"{u}}nnemann},
  title        = {Domain Reconstruction for {UWB} Car Key Localization Using Generative
                  Adversarial Networks},
  booktitle    = {Thirty-Sixth {AAAI} Conference on Artificial Intelligence, {AAAI}
                  2022, Thirty-Fourth Conference on Innovative Applications of Artificial
                  Intelligence, {IAAI} 2022, The Twelveth Symposium on Educational Advances
                  in Artificial Intelligence, {EAAI} 2022 Virtual Event, February 22
                  - March 1, 2022},
  pages        = {12552--12558},
  publisher    = {{AAAI} Press},
  year         = {2022},
  url          = {https://doi.org/10.1609/aaai.v36i11.21526},
  doi          = {10.1609/AAAI.V36I11.21526},
  timestamp    = {Mon, 04 Sep 2023 12:29:24 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/KuvshinovKKVG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/SinhamahapatraK22,
  author       = {Poulami Sinhamahapatra and
                  Rajat Koner and
                  Karsten Roscher and
                  Stephan G{\"{u}}nnemann},
  editor       = {Gabriel Pedroza and
                  Jos{\'{e}} Hern{\'{a}}ndez{-}Orallo and
                  Xin Cynthia Chen and
                  Xiaowei Huang and
                  Hu{\'{a}}scar Espinoza and
                  Mauricio Castillo{-}Effen and
                  John A. McDermid and
                  Richard Mallah and
                  Se{\'{a}}n {\'{O}} h{\'{E}}igeartaigh},
  title        = {Is it all a cluster game? - Exploring Out-of-Distribution Detection
                  based on Clustering in the Embedding Space},
  booktitle    = {Proceedings of the Workshop on Artificial Intelligence Safety 2022
                  (SafeAI 2022) co-located with the Thirty-Sixth {AAAI} Conference on
                  Artificial Intelligence (AAAI2022), Virtual, February, 2022},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {3087},
  publisher    = {CEUR-WS.org},
  year         = {2022},
  url          = {https://ceur-ws.org/Vol-3087/paper\_29.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:15 +0100},
  biburl       = {https://dblp.org/rec/conf/aaai/SinhamahapatraK22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/compsac/MoinCBG22,
  author       = {Armin Moin and
                  Moharram Challenger and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann},
  editor       = {Hong Va Leong and
                  Sahra Sedigh Sarvestani and
                  Yuuichi Teranishi and
                  Alfredo Cuzzocrea and
                  Hiroki Kashiwazaki and
                  Dave Towey and
                  Ji{-}Jiang Yang and
                  Hossain Shahriar},
  title        = {Supporting {AI} Engineering on the IoT Edge through Model-Driven TinyML},
  booktitle    = {46th {IEEE} Annual Computers, Software, and Applications Conferenc,
                  {COMPSAC} 2022, Los Alamitos, CA, USA, June 27 - July 1, 2022},
  pages        = {884--893},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/COMPSAC54236.2022.00140},
  doi          = {10.1109/COMPSAC54236.2022.00140},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/compsac/MoinCBG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/DiaconuSGZ22,
  author       = {Codrut{-}Andrei Diaconu and
                  Sudipan Saha and
                  Stephan G{\"{u}}nnemann and
                  Xiao Xiang Zhu},
  title        = {Understanding the Role of Weather Data for Earth Surface Forecasting
                  using a ConvLSTM-based Model},
  booktitle    = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition Workshops,
                  {CVPR} Workshops 2022, New Orleans, LA, USA, June 19-20, 2022},
  pages        = {1361--1370},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/CVPRW56347.2022.00142},
  doi          = {10.1109/CVPRW56347.2022.00142},
  timestamp    = {Tue, 13 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cvpr/DiaconuSGZ22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gi/MoinCBG22,
  author       = {Armin Moin and
                  Moharram Challenger and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann},
  editor       = {Daniel Demmler and
                  Daniel Krupka and
                  Hannes Federrath},
  title        = {Towards Model-Driven Engineering for Quantum {AI}},
  booktitle    = {52. Jahrestagung der Gesellschaft f{\"{u}}r Informatik, {INFORMATIK}
                  2022, Informatik in den Naturwissenschaften, 26. - 30. September 2022,
                  Hamburg},
  series       = {{LNI}},
  volume       = {{P-326}},
  pages        = {1121--1131},
  publisher    = {Gesellschaft f{\"{u}}r Informatik, Bonn},
  year         = {2022},
  url          = {https://doi.org/10.18420/inf2022\_95},
  doi          = {10.18420/INF2022\_95},
  timestamp    = {Fri, 08 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/gi/MoinCBG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/CharpentierBZGG22,
  author       = {Bertrand Charpentier and
                  Oliver Borchert and
                  Daniel Z{\"{u}}gner and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann},
  title        = {Natural Posterior Network: Deep Bayesian Predictive Uncertainty for
                  Exponential Family Distributions},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=tV3N0DWMxCg},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/CharpentierBZGG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/CharpentierKG22,
  author       = {Bertrand Charpentier and
                  Simon Kibler and
                  Stephan G{\"{u}}nnemann},
  title        = {Differentiable {DAG} Sampling},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=9wOQOgNe-w},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/CharpentierKG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/GaoG22,
  author       = {Nicholas Gao and
                  Stephan G{\"{u}}nnemann},
  title        = {Ab-Initio Potential Energy Surfaces by Pairing GNNs with Neural Wave
                  Functions},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=apv504XsysP},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/GaoG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/GeislerSSBG22,
  author       = {Simon Geisler and
                  Johanna Sommer and
                  Jan Schuchardt and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Generalization of Neural Combinatorial Solvers Through the Lens of
                  Adversarial Robustness},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=vJZ7dPIjip3},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/GeislerSSBG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/LienenG22,
  author       = {Marten Lienen and
                  Stephan G{\"{u}}nnemann},
  title        = {Learning the Dynamics of Physical Systems from Sparse Observations
                  with Finite Element Networks},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=HFmAukZ-k-2},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/LienenG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZugnerCAGG22,
  author       = {Daniel Z{\"{u}}gner and
                  Bertrand Charpentier and
                  Morgane Ayle and
                  Sascha Geringer and
                  Stephan G{\"{u}}nnemann},
  title        = {End-to-End Learning of Probabilistic Hierarchies on Graphs},
  booktitle    = {The Tenth International Conference on Learning Representations, {ICLR}
                  2022, Virtual Event, April 25-29, 2022},
  publisher    = {OpenReview.net},
  year         = {2022},
  url          = {https://openreview.net/forum?id=g2LCQwG7Of},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ZugnerCAGG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/RachwanZCGAG22,
  author       = {John Rachwan and
                  Daniel Z{\"{u}}gner and
                  Bertrand Charpentier and
                  Simon Geisler and
                  Morgane Ayle and
                  Stephan G{\"{u}}nnemann},
  editor       = {Kamalika Chaudhuri and
                  Stefanie Jegelka and
                  Le Song and
                  Csaba Szepesv{\'{a}}ri and
                  Gang Niu and
                  Sivan Sabato},
  title        = {Winning the Lottery Ahead of Time: Efficient Early Network Pruning},
  booktitle    = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
                  2022, Baltimore, Maryland, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {162},
  pages        = {18293--18309},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v162/rachwan22a.html},
  timestamp    = {Tue, 12 Jul 2022 17:36:52 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/RachwanZCGAG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/StarkBCTDGL22,
  author       = {Hannes St{\"{a}}rk and
                  Dominique Beaini and
                  Gabriele Corso and
                  Prudencio Tossou and
                  Christian Dallago and
                  Stephan G{\"{u}}nnemann and
                  Pietro Li{\'{o}}},
  editor       = {Kamalika Chaudhuri and
                  Stefanie Jegelka and
                  Le Song and
                  Csaba Szepesv{\'{a}}ri and
                  Gang Niu and
                  Sivan Sabato},
  title        = {3D Infomax improves GNNs for Molecular Property Prediction},
  booktitle    = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
                  2022, Baltimore, Maryland, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {162},
  pages        = {20479--20502},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v162/stark22a.html},
  timestamp    = {Tue, 12 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/StarkBCTDGL22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SukenikKG22,
  author       = {Peter S{\'{u}}ken{\'{\i}}k and
                  Aleksei Kuvshinov and
                  Stephan G{\"{u}}nnemann},
  editor       = {Kamalika Chaudhuri and
                  Stefanie Jegelka and
                  Le Song and
                  Csaba Szepesv{\'{a}}ri and
                  Gang Niu and
                  Sivan Sabato},
  title        = {Intriguing Properties of Input-Dependent Randomized Smoothing},
  booktitle    = {International Conference on Machine Learning, {ICML} 2022, 17-23 July
                  2022, Baltimore, Maryland, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {162},
  pages        = {20697--20743},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v162/sukeni-k22a.html},
  timestamp    = {Tue, 12 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/SukenikKG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmla/RozaRRNG22,
  author       = {Felippe Schmoeller Roza and
                  Hassan Rasheed and
                  Karsten Roscher and
                  Xiangyu Ning and
                  Stephan G{\"{u}}nnemann},
  editor       = {M. Arif Wani and
                  Mehmed M. Kantardzic and
                  Vasile Palade and
                  Daniel Neagu and
                  Longzhi Yang and
                  Kit Yan Chan},
  title        = {Safe Robot Navigation Using Constrained Hierarchical Reinforcement
                  Learning},
  booktitle    = {21st {IEEE} International Conference on Machine Learning and Applications,
                  {ICMLA} 2022, Nassau, Bahamas, December 12-14, 2022},
  pages        = {737--742},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/ICMLA55696.2022.00123},
  doi          = {10.1109/ICMLA55696.2022.00123},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icmla/RozaRRNG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icse/MoinMCBG22,
  author       = {Armin Moin and
                  Andrei Mituca and
                  Moharram Challenger and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann},
  title        = {ML-Quadrat {\&} DriotData: {A} Model-Driven Engineering Tool and
                  a Low-Code Platform for Smart IoT Services},
  booktitle    = {44th {IEEE/ACM} International Conference on Software Engineering:
                  Companion Proceedings, {ICSE} Companion 2022, Pittsburgh, PA, USA,
                  May 22-24, 2022},
  pages        = {144--148},
  publisher    = {{ACM/IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3510454.3516841},
  doi          = {10.1145/3510454.3516841},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icse/MoinMCBG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/log/GasteigerQG22,
  author       = {Johannes Gasteiger and
                  Chendi Qian and
                  Stephan G{\"{u}}nnemann},
  editor       = {Bastian Rieck and
                  Razvan Pascanu},
  title        = {Influence-Based Mini-Batching for Graph Neural Networks},
  booktitle    = {Learning on Graphs Conference, LoG 2022, 9-12 December 2022, Virtual
                  Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {198},
  pages        = {9},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v198/gasteiger22a.html},
  timestamp    = {Fri, 17 Feb 2023 16:29:10 +0100},
  biburl       = {https://dblp.org/rec/conf/log/GasteigerQG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/log/MaraLGB22,
  author       = {Alexandru Cristian Mara and
                  Jefrey Lijffijt and
                  Stephan G{\"{u}}nnemann and
                  Tijl De Bie},
  editor       = {Bastian Rieck and
                  Razvan Pascanu},
  title        = {A Systematic Evaluation of Node Embedding Robustness},
  booktitle    = {Learning on Graphs Conference, LoG 2022, 9-12 December 2022, Virtual
                  Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {198},
  pages        = {42},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v198/mara22a.html},
  timestamp    = {Fri, 17 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/log/MaraLGB22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/models/KirchhofKRRMBGC22,
  author       = {J{\"{o}}rg Christian Kirchhof and
                  Evgeny Kusmenko and
                  Jonas Ritz and
                  Bernhard Rumpe and
                  Armin Moin and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann and
                  Moharram Challenger},
  editor       = {Thomas K{\"{u}}hn and
                  Vasco Sousa},
  title        = {{MDE} for machine learning-enabled software systems: a case study
                  and comparison of MontiAnna {\&} ML-Quadrat},
  booktitle    = {Proceedings of the 25th International Conference on Model Driven Engineering
                  Languages and Systems: Companion Proceedings, {MODELS} 2022, Montreal,
                  Quebec, Canada, October 23-28, 2022},
  pages        = {380--387},
  publisher    = {{ACM}},
  year         = {2022},
  url          = {https://doi.org/10.1145/3550356.3561576},
  doi          = {10.1145/3550356.3561576},
  timestamp    = {Tue, 21 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/models/KirchhofKRRMBGC22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/HetzelBKGLT22,
  author       = {Leon Hetzel and
                  Simon B{\"{o}}hm and
                  Niki Kilbertus and
                  Stephan G{\"{u}}nnemann and
                  Mohammad Lotfollahi and
                  Fabian J. Theis},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Predicting Cellular Responses to Novel Drug Perturbations at a Single-Cell
                  Resolution},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/aa933b5abc1be30baece1d230ec575a7-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/HetzelBKGLT22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MujkanovicGGB22,
  author       = {Felix Mujkanovic and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann and
                  Aleksandar Bojchevski},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Are Defenses for Graph Neural Networks Robust?},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/3ac904a31f9141444009777abef2ed8e-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/MujkanovicGGB22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ScholtenSGBG22,
  author       = {Yan Scholten and
                  Jan Schuchardt and
                  Simon Geisler and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Randomized Message-Interception Smoothing: Gray-box Certificates for
                  Graph Neural Networks},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/d66d8164cfbf012cac2866edbb375035-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ScholtenSGBG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SchuchardtG22,
  author       = {Jan Schuchardt and
                  Stephan G{\"{u}}nnemann},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Invariance-Aware Randomized Smoothing Certificates},
  booktitle    = {Advances in Neural Information Processing Systems 35: Annual Conference
                  on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
                  LA, USA, November 28 - December 9, 2022},
  year         = {2022},
  url          = {http://papers.nips.cc/paper\_files/paper/2022/hash/ddd45979547a35db2471e69cbf3bca54-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/SchuchardtG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/qce/FrancoWGLG22,
  author       = {Nicola Franco and
                  Tom Wollschl{\"{a}}ger and
                  Nicholas Gao and
                  Jeanette Miriam Lorenz and
                  Stephan G{\"{u}}nnemann},
  title        = {Quantum Robustness Verification: {A} Hybrid Quantum-Classical Neural
                  Network Certification Algorithm},
  booktitle    = {{IEEE} International Conference on Quantum Computing and Engineering,
                  {QCE} 2022, Broomfield, CO, USA, September 18-23, 2022},
  pages        = {142--153},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/QCE53715.2022.00033},
  doi          = {10.1109/QCE53715.2022.00033},
  timestamp    = {Fri, 25 Nov 2022 16:03:18 +0100},
  biburl       = {https://dblp.org/rec/conf/qce/FrancoWGLG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-08485,
  author       = {Oliver Borchert and
                  David Salinas and
                  Valentin Flunkert and
                  Tim Januschowski and
                  Stephan G{\"{u}}nnemann},
  title        = {Multi-Objective Model Selection for Time Series Forecasting},
  journal      = {CoRR},
  volume       = {abs/2202.08485},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.08485},
  eprinttype    = {arXiv},
  eprint       = {2202.08485},
  timestamp    = {Tue, 01 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-08485.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-08871,
  author       = {Tong Zhao and
                  Gang Liu and
                  Stephan G{\"{u}}nnemann and
                  Meng Jiang},
  title        = {Graph Data Augmentation for Graph Machine Learning: {A} Survey},
  journal      = {CoRR},
  volume       = {abs/2202.08871},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.08871},
  eprinttype    = {arXiv},
  eprint       = {2202.08871},
  timestamp    = {Fri, 30 Dec 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-08871.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-02927,
  author       = {Armin Moin and
                  Ukrit Wattanavaekin and
                  Alexandra Lungu and
                  Moharram Challenger and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann},
  title        = {Enabling Automated Machine Learning for Model-Driven {AI} Engineering},
  journal      = {CoRR},
  volume       = {abs/2203.02927},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2203.02927},
  doi          = {10.48550/ARXIV.2203.02927},
  eprinttype    = {arXiv},
  eprint       = {2203.02927},
  timestamp    = {Wed, 16 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2203-02927.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-08509,
  author       = {Bertrand Charpentier and
                  Simon Kibler and
                  Stephan G{\"{u}}nnemann},
  title        = {Differentiable {DAG} Sampling},
  journal      = {CoRR},
  volume       = {abs/2203.08509},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2203.08509},
  doi          = {10.48550/ARXIV.2203.08509},
  eprinttype    = {arXiv},
  eprint       = {2203.08509},
  timestamp    = {Mon, 28 Mar 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2203-08509.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-08549,
  author       = {Poulami Sinhamahapatra and
                  Rajat Koner and
                  Karsten Roscher and
                  Stephan G{\"{u}}nnemann},
  title        = {Is it all a cluster game? - Exploring Out-of-Distribution Detection
                  based on Clustering in the Embedding Space},
  journal      = {CoRR},
  volume       = {abs/2203.08549},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2203.08549},
  doi          = {10.48550/ARXIV.2203.08549},
  eprinttype    = {arXiv},
  eprint       = {2203.08549},
  timestamp    = {Mon, 28 Mar 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2203-08549.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-08852,
  author       = {Marten Lienen and
                  Stephan G{\"{u}}nnemann},
  title        = {Learning the Dynamics of Physical Systems from Sparse Observations
                  with Finite Element Networks},
  journal      = {CoRR},
  volume       = {abs/2203.08852},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2203.08852},
  doi          = {10.48550/ARXIV.2203.08852},
  eprinttype    = {arXiv},
  eprint       = {2203.08852},
  timestamp    = {Mon, 28 Mar 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2203-08852.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-02782,
  author       = {Johannes Gasteiger and
                  Muhammed Shuaibi and
                  Anuroop Sriram and
                  Stephan G{\"{u}}nnemann and
                  Zachary W. Ulissi and
                  C. Lawrence Zitnick and
                  Abhishek Das},
  title        = {How Do Graph Networks Generalize to Large and Diverse Molecular Systems?},
  journal      = {CoRR},
  volume       = {abs/2204.02782},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.02782},
  doi          = {10.48550/ARXIV.2204.02782},
  eprinttype    = {arXiv},
  eprint       = {2204.02782},
  timestamp    = {Tue, 12 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-02782.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2204-13545,
  author       = {Leon Hetzel and
                  Simon B{\"{o}}hm and
                  Niki Kilbertus and
                  Stephan G{\"{u}}nnemann and
                  Mohammad Lotfollahi and
                  Fabian J. Theis},
  title        = {Predicting single-cell perturbation responses for unseen drugs},
  journal      = {CoRR},
  volume       = {abs/2204.13545},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2204.13545},
  doi          = {10.48550/ARXIV.2204.13545},
  eprinttype    = {arXiv},
  eprint       = {2204.13545},
  timestamp    = {Mon, 02 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2204-13545.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2205-14962,
  author       = {Nicholas Gao and
                  Stephan G{\"{u}}nnemann},
  title        = {Sampling-free Inference for Ab-Initio Potential Energy Surface Networks},
  journal      = {CoRR},
  volume       = {abs/2205.14962},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2205.14962},
  doi          = {10.48550/ARXIV.2205.14962},
  eprinttype    = {arXiv},
  eprint       = {2205.14962},
  timestamp    = {Wed, 01 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2205-14962.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-01558,
  author       = {Bertrand Charpentier and
                  Ransalu Senanayake and
                  Mykel J. Kochenderfer and
                  Stephan G{\"{u}}nnemann},
  title        = {Disentangling Epistemic and Aleatoric Uncertainty in Reinforcement
                  Learning},
  journal      = {CoRR},
  volume       = {abs/2206.01558},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.01558},
  doi          = {10.48550/ARXIV.2206.01558},
  eprinttype    = {arXiv},
  eprint       = {2206.01558},
  timestamp    = {Mon, 13 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-01558.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-10451,
  author       = {John Rachwan and
                  Daniel Z{\"{u}}gner and
                  Bertrand Charpentier and
                  Simon Geisler and
                  Morgane Ayle and
                  Stephan G{\"{u}}nnemann},
  title        = {Winning the Lottery Ahead of Time: Efficient Early Network Pruning},
  journal      = {CoRR},
  volume       = {abs/2206.10451},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.10451},
  doi          = {10.48550/ARXIV.2206.10451},
  eprinttype    = {arXiv},
  eprint       = {2206.10451},
  timestamp    = {Mon, 27 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-10451.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-04227,
  author       = {Morgane Ayle and
                  Bertrand Charpentier and
                  John Rachwan and
                  Daniel Z{\"{u}}gner and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann},
  title        = {On the Robustness and Anomaly Detection of Sparse Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2207.04227},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2207.04227},
  doi          = {10.48550/ARXIV.2207.04227},
  eprinttype    = {arXiv},
  eprint       = {2207.04227},
  timestamp    = {Wed, 13 Jul 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2207-04227.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-08112,
  author       = {Jonathan K{\"{u}}lz and
                  Andreas Spitz and
                  Ahmad Abu{-}Akel and
                  Stephan G{\"{u}}nnemann and
                  Robert West},
  title        = {United States Politicians' Tone Became More Negative with 2016 Primary
                  Campaigns},
  journal      = {CoRR},
  volume       = {abs/2207.08112},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2207.08112},
  doi          = {10.48550/ARXIV.2207.08112},
  eprinttype    = {arXiv},
  eprint       = {2207.08112},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2207-08112.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-07282,
  author       = {J{\"{o}}rg Christian Kirchhof and
                  Evgeny Kusmenko and
                  Jonas Ritz and
                  Bernhard Rumpe and
                  Armin Moin and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann and
                  Moharram Challenger},
  title        = {{MDE} for Machine Learning-Enabled Software Systems: {A} Case Study
                  and Comparison of MontiAnna {\&} ML-Quadrat},
  journal      = {CoRR},
  volume       = {abs/2209.07282},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.07282},
  doi          = {10.48550/ARXIV.2209.07282},
  eprinttype    = {arXiv},
  eprint       = {2209.07282},
  timestamp    = {Tue, 27 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-07282.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-08064,
  author       = {Alexandru Mara and
                  Jefrey Lijffijt and
                  Stephan G{\"{u}}nnemann and
                  Tijl De Bie},
  title        = {A Systematic Evaluation of Node Embedding Robustness},
  journal      = {CoRR},
  volume       = {abs/2209.08064},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.08064},
  doi          = {10.48550/ARXIV.2209.08064},
  eprinttype    = {arXiv},
  eprint       = {2209.08064},
  timestamp    = {Wed, 28 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-08064.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-08219,
  author       = {Raffaele Paolino and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann and
                  Gitta Kutyniok and
                  Ron Levie},
  title        = {Unveiling the Sampling Density in Non-Uniform Geometric Graphs},
  journal      = {CoRR},
  volume       = {abs/2210.08219},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.08219},
  doi          = {10.48550/ARXIV.2210.08219},
  eprinttype    = {arXiv},
  eprint       = {2210.08219},
  timestamp    = {Mon, 26 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-08219.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-10630,
  author       = {Marin Bilos and
                  Emanuel Ramneantu and
                  Stephan G{\"{u}}nnemann},
  title        = {Irregularly-Sampled Time Series Modeling with Spline Networks},
  journal      = {CoRR},
  volume       = {abs/2210.10630},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.10630},
  doi          = {10.48550/ARXIV.2210.10630},
  eprinttype    = {arXiv},
  eprint       = {2210.10630},
  timestamp    = {Tue, 25 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-10630.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-12375,
  author       = {Marten Lienen and
                  Stephan G{\"{u}}nnemann},
  title        = {torchode: {A} Parallel {ODE} Solver for PyTorch},
  journal      = {CoRR},
  volume       = {abs/2210.12375},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.12375},
  doi          = {10.48550/ARXIV.2210.12375},
  eprinttype    = {arXiv},
  eprint       = {2210.12375},
  timestamp    = {Fri, 28 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-12375.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-16140,
  author       = {Jan Schuchardt and
                  Tom Wollschl{\"{a}}ger and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Localized Randomized Smoothing for Collective Robustness Certification},
  journal      = {CoRR},
  volume       = {abs/2210.16140},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2210.16140},
  doi          = {10.48550/ARXIV.2210.16140},
  eprinttype    = {arXiv},
  eprint       = {2210.16140},
  timestamp    = {Wed, 02 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2210-16140.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-02590,
  author       = {Marin Bilos and
                  Kashif Rasul and
                  Anderson Schneider and
                  Yuriy Nevmyvaka and
                  Stephan G{\"{u}}nnemann},
  title        = {Modeling Temporal Data as Continuous Functions with Process Diffusion},
  journal      = {CoRR},
  volume       = {abs/2211.02590},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.02590},
  doi          = {10.48550/ARXIV.2211.02590},
  eprinttype    = {arXiv},
  eprint       = {2211.02590},
  timestamp    = {Wed, 09 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-02590.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-14207,
  author       = {Jan Schuchardt and
                  Stephan G{\"{u}}nnemann},
  title        = {Invariance-Aware Randomized Smoothing Certificates},
  journal      = {CoRR},
  volume       = {abs/2211.14207},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.14207},
  doi          = {10.48550/ARXIV.2211.14207},
  eprinttype    = {arXiv},
  eprint       = {2211.14207},
  timestamp    = {Tue, 29 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-14207.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2212-09083,
  author       = {Johannes Gasteiger and
                  Chendi Qian and
                  Stephan G{\"{u}}nnemann},
  title        = {Influence-Based Mini-Batching for Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2212.09083},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2212.09083},
  doi          = {10.48550/ARXIV.2212.09083},
  eprinttype    = {arXiv},
  eprint       = {2212.09083},
  timestamp    = {Mon, 02 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2212-09083.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dagstuhl-reports/GroheGJ022,
  author       = {Martin Grohe and
                  Stephan G{\"{u}}nnemann and
                  Stefanie Jegelka and
                  Christopher Morris},
  title        = {Graph Embeddings: Theory meets Practice (Dagstuhl Seminar 22132)},
  journal      = {Dagstuhl Reports},
  volume       = {12},
  number       = {3},
  pages        = {141--155},
  year         = {2022},
  url          = {https://doi.org/10.4230/DagRep.12.3.141},
  doi          = {10.4230/DAGREP.12.3.141},
  timestamp    = {Tue, 15 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/dagstuhl-reports/GroheGJ022.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/AtzmuellerGZ21,
  author       = {Martin Atzmueller and
                  Stephan G{\"{u}}nnemann and
                  Albrecht Zimmermann},
  title        = {Mining communities and their descriptions on attributed graphs: a
                  survey},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {35},
  number       = {3},
  pages        = {661--687},
  year         = {2021},
  url          = {https://doi.org/10.1007/s10618-021-00741-z},
  doi          = {10.1007/S10618-021-00741-Z},
  timestamp    = {Tue, 16 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/datamine/AtzmuellerGZ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/KopetzkiG21,
  author       = {Anna{-}Kathrin Kopetzki and
                  Stephan G{\"{u}}nnemann},
  title        = {Reachable sets of classifiers and regression models: (non-)robustness
                  analysis and robust training},
  journal      = {Mach. Learn.},
  volume       = {110},
  number       = {6},
  pages        = {1175--1197},
  year         = {2021},
  url          = {https://doi.org/10.1007/s10994-021-05973-0},
  doi          = {10.1007/S10994-021-05973-0},
  timestamp    = {Tue, 13 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ml/KopetzkiG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/WuBKG21,
  author       = {Yihan Wu and
                  Aleksandar Bojchevski and
                  Aleksei Kuvshinov and
                  Stephan G{\"{u}}nnemann},
  editor       = {Arindam Banerjee and
                  Kenji Fukumizu},
  title        = {Completing the Picture: Randomized Smoothing Suffers from the Curse
                  of Dimensionality for a Large Family of Distributions},
  booktitle    = {The 24th International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2021, April 13-15, 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {130},
  pages        = {3763--3771},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v130/wu21d.html},
  timestamp    = {Wed, 14 Apr 2021 16:51:37 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/WuBKG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bmvc/KonerSRGT21,
  author       = {Rajat Koner and
                  Poulami Sinhamahapatra and
                  Karsten Roscher and
                  Stephan G{\"{u}}nnemann and
                  Volker Tresp},
  title        = {OODformer: Out-Of-Distribution Detection Transformer},
  booktitle    = {32nd British Machine Vision Conference 2021, {BMVC} 2021, Online,
                  November 22-25, 2021},
  pages        = {209},
  publisher    = {{BMVA} Press},
  year         = {2021},
  url          = {https://www.bmvc2021-virtualconference.com/assets/papers/1391.pdf},
  timestamp    = {Wed, 22 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/bmvc/KonerSRGT21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/SchuchardtBKG21,
  author       = {Jan Schuchardt and
                  Aleksandar Bojchevski and
                  Johannes Klicpera and
                  Stephan G{\"{u}}nnemann},
  title        = {Collective Robustness Certificates: Exploiting Interdependence in
                  Graph Neural Networks},
  booktitle    = {9th International Conference on Learning Representations, {ICLR} 2021,
                  Virtual Event, Austria, May 3-7, 2021},
  publisher    = {OpenReview.net},
  year         = {2021},
  url          = {https://openreview.net/forum?id=ULQdiUTHe3y},
  timestamp    = {Wed, 23 Jun 2021 17:36:39 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/SchuchardtBKG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZugnerKCLG21,
  author       = {Daniel Z{\"{u}}gner and
                  Tobias Kirschstein and
                  Michele Catasta and
                  Jure Leskovec and
                  Stephan G{\"{u}}nnemann},
  title        = {Language-Agnostic Representation Learning of Source Code from Structure
                  and Context},
  booktitle    = {9th International Conference on Learning Representations, {ICLR} 2021,
                  Virtual Event, Austria, May 3-7, 2021},
  publisher    = {OpenReview.net},
  year         = {2021},
  url          = {https://openreview.net/forum?id=Xh5eMZVONGF},
  timestamp    = {Wed, 23 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ZugnerKCLG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BilosG21,
  author       = {Marin Bilos and
                  Stephan G{\"{u}}nnemann},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {Scalable Normalizing Flows for Permutation Invariant Densities},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {957--967},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/bilos21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BilosG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KlicperaLG21,
  author       = {Johannes Klicpera and
                  Marten Lienen and
                  Stephan G{\"{u}}nnemann},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {Scalable Optimal Transport in High Dimensions for Graph Distances,
                  Embedding Alignment, and More},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {5616--5627},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/klicpera21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KlicperaLG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KopetzkiCZGG21,
  author       = {Anna{-}Kathrin Kopetzki and
                  Bertrand Charpentier and
                  Daniel Z{\"{u}}gner and
                  Sandhya Giri and
                  Stephan G{\"{u}}nnemann},
  editor       = {Marina Meila and
                  Tong Zhang},
  title        = {Evaluating Robustness of Predictive Uncertainty Estimation: Are Dirichlet-based
                  Models Reliable?},
  booktitle    = {Proceedings of the 38th International Conference on Machine Learning,
                  {ICML} 2021, 18-24 July 2021, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {139},
  pages        = {5707--5718},
  publisher    = {{PMLR}},
  year         = {2021},
  url          = {http://proceedings.mlr.press/v139/kopetzki21a.html},
  timestamp    = {Wed, 25 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KopetzkiCZGG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/HaiderRERG21,
  author       = {Tom Haider and
                  Felippe Schmoeller Roza and
                  Dirk Eilers and
                  Karsten Roscher and
                  Stephan G{\"{u}}nnemann},
  editor       = {Hu{\'{a}}scar Espinoza and
                  John A. McDermid and
                  Xiaowei Huang and
                  Mauricio Castillo{-}Effen and
                  Xin Cynthia Chen and
                  Jos{\'{e}} Hern{\'{a}}ndez{-}Orallo and
                  Se{\'{a}}n {\'{O}} h{\'{E}}igeartaigh and
                  Richard Mallah and
                  Gabriel Pedroza},
  title        = {Domain Shifts in Reinforcement Learning: Identifying Disturbances
                  in Environments},
  booktitle    = {Proceedings of the Workshop on Artificial Intelligence Safety 2021
                  co-located with the Thirtieth International Joint Conference on Artificial
                  Intelligence {(IJCAI} 2021), Virtual, August, 2021},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2916},
  publisher    = {CEUR-WS.org},
  year         = {2021},
  url          = {https://ceur-ws.org/Vol-2916/paper\_11.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:23:32 +0100},
  biburl       = {https://dblp.org/rec/conf/ijcai/HaiderRERG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/ShchurTJG21,
  author       = {Oleksandr Shchur and
                  Ali Caner T{\"{u}}rkmen and
                  Tim Januschowski and
                  Stephan G{\"{u}}nnemann},
  editor       = {Zhi{-}Hua Zhou},
  title        = {Neural Temporal Point Processes: {A} Review},
  booktitle    = {Proceedings of the Thirtieth International Joint Conference on Artificial
                  Intelligence, {IJCAI} 2021, Virtual Event / Montreal, Canada, 19-27
                  August 2021},
  pages        = {4585--4593},
  publisher    = {ijcai.org},
  year         = {2021},
  url          = {https://doi.org/10.24963/ijcai.2021/623},
  doi          = {10.24963/IJCAI.2021/623},
  timestamp    = {Wed, 25 Aug 2021 17:11:16 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/ShchurTJG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GasteigerBG21,
  author       = {Johannes Gasteiger and
                  Florian Becker and
                  Stephan G{\"{u}}nnemann},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {GemNet: Universal Directional Graph Neural Networks for Molecules},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {6790--6802},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/35cf8659cfcb13224cbd47863a34fc58-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/GasteigerBG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GeislerSSZBG21,
  author       = {Simon Geisler and
                  Tobias Schmidt and
                  Hakan Sirin and
                  Daniel Z{\"{u}}gner and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Robustness of Graph Neural Networks at Scale},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {7637--7649},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/3ea2db50e62ceefceaf70a9d9a56a6f4-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/GeislerSSZBG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GasteigerYG21,
  author       = {Johannes Gasteiger and
                  Chandan Yeshwanth and
                  Stephan G{\"{u}}nnemann},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Directional Message Passing on Molecular Graphs via Synthetic Coordinates},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {15421--15433},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/82489c9737cc245530c7a6ebef3753ec-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/GasteigerYG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BilosSRJG21,
  author       = {Marin Bilos and
                  Johanna Sommer and
                  Syama Sundar Rangapuram and
                  Tim Januschowski and
                  Stephan G{\"{u}}nnemann},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Neural Flows: Efficient Alternative to Neural ODEs},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {21325--21337},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/b21f9f98829dea9a48fd8aaddc1f159d-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/BilosSRJG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/PaetzoldMSEBPST21,
  author       = {Johannes C. Paetzold and
                  Julian McGinnis and
                  Suprosanna Shit and
                  Ivan Ezhov and
                  Paul B{\"{u}}schl and
                  Chinmay Prabhakar and
                  Anjany Sekuboyina and
                  Mihail I. Todorov and
                  Georgios Kaissis and
                  Ali Ert{\"{u}}rk and
                  Stephan G{\"{u}}nnemann and
                  Bjoern H. Menze},
  editor       = {Joaquin Vanschoren and
                  Sai{-}Kit Yeung},
  title        = {Whole Brain Vessel Graphs: {A} Dataset and Benchmark for Graph Learning
                  and Neuroscience},
  booktitle    = {Proceedings of the Neural Information Processing Systems Track on
                  Datasets and Benchmarks 1, NeurIPS Datasets and Benchmarks 2021, December
                  2021, virtual},
  year         = {2021},
  url          = {https://datasets-benchmarks-proceedings.neurips.cc/paper/2021/hash/c9f0f895fb98ab9159f51fd0297e236d-Abstract-round2.html},
  timestamp    = {Thu, 05 May 2022 16:30:03 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/PaetzoldMSEBPST21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ShchurTJGG21,
  author       = {Oleksandr Shchur and
                  Ali Caner T{\"{u}}rkmen and
                  Tim Januschowski and
                  Jan Gasthaus and
                  Stephan G{\"{u}}nnemann},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Detecting Anomalous Event Sequences with Temporal Point Processes},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {13419--13431},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/6faa8040da20ef399b63a72d0e4ab575-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/ShchurTJGG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/StadlerCGZG21,
  author       = {Maximilian Stadler and
                  Bertrand Charpentier and
                  Simon Geisler and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Graph Posterior Network: Bayesian Predictive Uncertainty for Node
                  Classification},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {18033--18048},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/95b431e51fc53692913da5263c214162-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/StadlerCGZG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/semweb/KonerLHDTG21,
  author       = {Rajat Koner and
                  Hang Li and
                  Marcel Hildebrandt and
                  Deepan Das and
                  Volker Tresp and
                  Stephan G{\"{u}}nnemann},
  editor       = {Andreas Hotho and
                  Eva Blomqvist and
                  Stefan Dietze and
                  Achille Fokoue and
                  Ying Ding and
                  Payam M. Barnaghi and
                  Armin Haller and
                  Mauro Dragoni and
                  Harith Alani},
  title        = {Graphhopper: Multi-hop Scene Graph Reasoning for Visual Question Answering},
  booktitle    = {The Semantic Web - {ISWC} 2021 - 20th International Semantic Web Conference,
                  {ISWC} 2021, Virtual Event, October 24-28, 2021, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {12922},
  pages        = {111--127},
  publisher    = {Springer},
  year         = {2021},
  url          = {https://doi.org/10.1007/978-3-030-88361-4\_7},
  doi          = {10.1007/978-3-030-88361-4\_7},
  timestamp    = {Tue, 28 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/semweb/KonerLHDTG21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/SchuleLSK0G21,
  author       = {Maximilian E. Sch{\"{u}}le and
                  Harald Lang and
                  Maximilian Springer and
                  Alfons Kemper and
                  Thomas Neumann and
                  Stephan G{\"{u}}nnemann},
  editor       = {Qiang Zhu and
                  Xingquan Zhu and
                  Yicheng Tu and
                  Zichen Xu and
                  Anand Kumar},
  title        = {In-Database Machine Learning with {SQL} on GPUs},
  booktitle    = {{SSDBM} 2021: 33rd International Conference on Scientific and Statistical
                  Database Management, Tampa, FL, USA, July 6-7, 2021},
  pages        = {25--36},
  publisher    = {{ACM}},
  year         = {2021},
  url          = {https://doi.org/10.1145/3468791.3468840},
  doi          = {10.1145/3468791.3468840},
  timestamp    = {Tue, 06 Sep 2022 16:39:56 +0200},
  biburl       = {https://dblp.org/rec/conf/ssdbm/SchuleLSK0G21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2103-11318,
  author       = {Daniel Z{\"{u}}gner and
                  Tobias Kirschstein and
                  Michele Catasta and
                  Jure Leskovec and
                  Stephan G{\"{u}}nnemann},
  title        = {Language-Agnostic Representation Learning of Source Code from Structure
                  and Context},
  journal      = {CoRR},
  volume       = {abs/2103.11318},
  year         = {2021},
  url          = {https://arxiv.org/abs/2103.11318},
  eprinttype    = {arXiv},
  eprint       = {2103.11318},
  timestamp    = {Wed, 24 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2103-11318.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-03528,
  author       = {Oleksandr Shchur and
                  Ali Caner T{\"{u}}rkmen and
                  Tim Januschowski and
                  Stephan G{\"{u}}nnemann},
  title        = {Neural Temporal Point Processes: {A} Review},
  journal      = {CoRR},
  volume       = {abs/2104.03528},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.03528},
  eprinttype    = {arXiv},
  eprint       = {2104.03528},
  timestamp    = {Tue, 13 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-03528.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2105-04471,
  author       = {Bertrand Charpentier and
                  Oliver Borchert and
                  Daniel Z{\"{u}}gner and
                  Simon Geisler and
                  Stephan G{\"{u}}nnemann},
  title        = {Natural Posterior Network: Deep Bayesian Predictive Uncertainty for
                  Exponential Family Distributions},
  journal      = {CoRR},
  volume       = {abs/2105.04471},
  year         = {2021},
  url          = {https://arxiv.org/abs/2105.04471},
  eprinttype    = {arXiv},
  eprint       = {2105.04471},
  timestamp    = {Fri, 14 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2105-04471.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-04465,
  author       = {Oleksandr Shchur and
                  Ali Caner T{\"{u}}rkmen and
                  Tim Januschowski and
                  Jan Gasthaus and
                  Stephan G{\"{u}}nnemann},
  title        = {Detecting Anomalous Event Sequences with Temporal Point Processes},
  journal      = {CoRR},
  volume       = {abs/2106.04465},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.04465},
  eprinttype    = {arXiv},
  eprint       = {2106.04465},
  timestamp    = {Fri, 11 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-04465.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-08903,
  author       = {Johannes Gasteiger and
                  Florian Becker and
                  Stephan G{\"{u}}nnemann},
  title        = {GemNet: Universal Directional Graph Neural Networks for Molecules},
  journal      = {CoRR},
  volume       = {abs/2106.08903},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.08903},
  eprinttype    = {arXiv},
  eprint       = {2106.08903},
  timestamp    = {Wed, 04 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-08903.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-02689,
  author       = {Armin Moin and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann},
  title        = {A Model-Driven Engineering Approach to Machine Learning and Software
                  Modeling},
  journal      = {CoRR},
  volume       = {abs/2107.02689},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.02689},
  eprinttype    = {arXiv},
  eprint       = {2107.02689},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-02689.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-02690,
  author       = {Armin Moin and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann},
  title        = {Enabling Un-/Semi-Supervised Machine Learning for {MDSE} of the Real-World
                  CPS/IoT Applications},
  journal      = {CoRR},
  volume       = {abs/2107.02690},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.02690},
  eprinttype    = {arXiv},
  eprint       = {2107.02690},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-02690.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-02692,
  author       = {Armin Moin and
                  Andrei Mituca and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann},
  title        = {ML-Quadrat {\&} DriotData: {A} Model-Driven Engineering Tool and
                  a Low-Code Platform for Smart IoT Services},
  journal      = {CoRR},
  volume       = {abs/2107.02692},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.02692},
  eprinttype    = {arXiv},
  eprint       = {2107.02692},
  timestamp    = {Wed, 07 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-02692.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-06325,
  author       = {Rajat Koner and
                  Hang Li and
                  Marcel Hildebrandt and
                  Deepan Das and
                  Volker Tresp and
                  Stephan G{\"{u}}nnemann},
  title        = {Graphhopper: Multi-Hop Scene Graph Reasoning for Visual Question Answering},
  journal      = {CoRR},
  volume       = {abs/2107.06325},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.06325},
  eprinttype    = {arXiv},
  eprint       = {2107.06325},
  timestamp    = {Wed, 25 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-06325.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-06708,
  author       = {Armin Moin and
                  Moharram Challenger and
                  Atta Badii and
                  Stephan G{\"{u}}nnemann},
  title        = {{MDE4QAI:} Towards Model-Driven Engineering for Quantum Artificial
                  Intelligence},
  journal      = {CoRR},
  volume       = {abs/2107.06708},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.06708},
  eprinttype    = {arXiv},
  eprint       = {2107.06708},
  timestamp    = {Wed, 21 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-06708.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-06876,
  author       = {Johannes Klicpera and
                  Marten Lienen and
                  Stephan G{\"{u}}nnemann},
  title        = {Scalable Optimal Transport in High Dimensions for Graph Distances,
                  Embedding Alignment, and More},
  journal      = {CoRR},
  volume       = {abs/2107.06876},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.06876},
  eprinttype    = {arXiv},
  eprint       = {2107.06876},
  timestamp    = {Wed, 21 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-06876.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-08785,
  author       = {Sven Elflein and
                  Bertrand Charpentier and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  title        = {On Out-of-distribution Detection with Energy-based Models},
  journal      = {CoRR},
  volume       = {abs/2107.08785},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.08785},
  eprinttype    = {arXiv},
  eprint       = {2107.08785},
  timestamp    = {Thu, 22 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-08785.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2107-08976,
  author       = {Rajat Koner and
                  Poulami Sinhamahapatra and
                  Karsten Roscher and
                  Stephan G{\"{u}}nnemann and
                  Volker Tresp},
  title        = {OODformer: Out-Of-Distribution Detection Transformer},
  journal      = {CoRR},
  volume       = {abs/2107.08976},
  year         = {2021},
  url          = {https://arxiv.org/abs/2107.08976},
  eprinttype    = {arXiv},
  eprint       = {2107.08976},
  timestamp    = {Thu, 22 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2107-08976.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-13233,
  author       = {Johannes C. Paetzold and
                  Julian McGinnis and
                  Suprosanna Shit and
                  Ivan Ezhov and
                  Paul B{\"{u}}schl and
                  Chinmay Prabhakar and
                  Mihail I. Todorov and
                  Anjany Sekuboyina and
                  Georgios Kaissis and
                  Ali Ert{\"{u}}rk and
                  Stephan G{\"{u}}nnemann and
                  Bjoern H. Menze},
  title        = {Whole Brain Vessel Graphs: {A} Dataset and Benchmark for Graph Learning
                  and Neuroscience (VesselGraph)},
  journal      = {CoRR},
  volume       = {abs/2108.13233},
  year         = {2021},
  url          = {https://arxiv.org/abs/2108.13233},
  eprinttype    = {arXiv},
  eprint       = {2108.13233},
  timestamp    = {Thu, 02 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2108-13233.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-02388,
  author       = {Sebastian Bischoff and
                  Stephan G{\"{u}}nnemann and
                  Martin Jaggi and
                  Sebastian U. Stich},
  title        = {On Second-order Optimization Methods for Federated Learning},
  journal      = {CoRR},
  volume       = {abs/2109.02388},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.02388},
  eprinttype    = {arXiv},
  eprint       = {2109.02388},
  timestamp    = {Sun, 02 Oct 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-02388.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2109-04979,
  author       = {Daniel Z{\"{u}}gner and
                  Fran{\c{c}}ois{-}Xavier Aubet and
                  Victor Garcia Satorras and
                  Tim Januschowski and
                  Stephan G{\"{u}}nnemann and
                  Jan Gasthaus},
  title        = {A Study of Joint Graph Inference and Forecasting},
  journal      = {CoRR},
  volume       = {abs/2109.04979},
  year         = {2021},
  url          = {https://arxiv.org/abs/2109.04979},
  eprinttype    = {arXiv},
  eprint       = {2109.04979},
  timestamp    = {Tue, 21 Sep 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2109-04979.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-04126,
  author       = {Hannes St{\"{a}}rk and
                  Dominique Beaini and
                  Gabriele Corso and
                  Prudencio Tossou and
                  Christian Dallago and
                  Stephan G{\"{u}}nnemann and
                  Pietro Li{\`{o}}},
  title        = {3D Infomax improves GNNs for Molecular Property Prediction},
  journal      = {CoRR},
  volume       = {abs/2110.04126},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.04126},
  eprinttype    = {arXiv},
  eprint       = {2110.04126},
  timestamp    = {Thu, 21 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-04126.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-05064,
  author       = {Nicholas Gao and
                  Stephan G{\"{u}}nnemann},
  title        = {Ab-Initio Potential Energy Surfaces by Pairing GNNs with Neural Wave
                  Functions},
  journal      = {CoRR},
  volume       = {abs/2110.05064},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.05064},
  eprinttype    = {arXiv},
  eprint       = {2110.05064},
  timestamp    = {Thu, 21 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-05064.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-05365,
  author       = {Peter S{\'{u}}ken{\'{\i}}k and
                  Aleksei Kuvshinov and
                  Stephan G{\"{u}}nnemann},
  title        = {Intriguing Properties of Input-dependent Randomized Smoothing},
  journal      = {CoRR},
  volume       = {abs/2110.05365},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.05365},
  eprinttype    = {arXiv},
  eprint       = {2110.05365},
  timestamp    = {Thu, 21 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-05365.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-10942,
  author       = {Simon Geisler and
                  Johanna Sommer and
                  Jan Schuchardt and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Generalization of Neural Combinatorial Solvers Through the Lens of
                  Adversarial Robustness},
  journal      = {CoRR},
  volume       = {abs/2110.10942},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.10942},
  eprinttype    = {arXiv},
  eprint       = {2110.10942},
  timestamp    = {Thu, 28 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-10942.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-13040,
  author       = {Marin Bilos and
                  Johanna Sommer and
                  Syama Sundar Rangapuram and
                  Tim Januschowski and
                  Stephan G{\"{u}}nnemann},
  title        = {Neural Flows: Efficient Alternative to Neural ODEs},
  journal      = {CoRR},
  volume       = {abs/2110.13040},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.13040},
  eprinttype    = {arXiv},
  eprint       = {2110.13040},
  timestamp    = {Thu, 28 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-13040.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-14012,
  author       = {Maximilian Stadler and
                  Bertrand Charpentier and
                  Simon Geisler and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  title        = {Graph Posterior Network: Bayesian Predictive Uncertainty for Node
                  Classification},
  journal      = {CoRR},
  volume       = {abs/2110.14012},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.14012},
  eprinttype    = {arXiv},
  eprint       = {2110.14012},
  timestamp    = {Fri, 29 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-14012.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-14038,
  author       = {Simon Geisler and
                  Tobias Schmidt and
                  Hakan Sirin and
                  Daniel Z{\"{u}}gner and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Robustness of Graph Neural Networks at Scale},
  journal      = {CoRR},
  volume       = {abs/2110.14038},
  year         = {2021},
  url          = {https://arxiv.org/abs/2110.14038},
  eprinttype    = {arXiv},
  eprint       = {2110.14038},
  timestamp    = {Fri, 29 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2110-14038.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-04718,
  author       = {Johannes Klicpera and
                  Chandan Yeshwanth and
                  Stephan G{\"{u}}nnemann},
  title        = {Directional Message Passing on Molecular Graphs via Synthetic Coordinates},
  journal      = {CoRR},
  volume       = {abs/2111.04718},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.04718},
  eprinttype    = {arXiv},
  eprint       = {2111.04718},
  timestamp    = {Wed, 10 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-04718.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tkdd/ZugnerBAG20,
  author       = {Daniel Z{\"{u}}gner and
                  Oliver Borchert and
                  Amir Akbarnejad and
                  Stephan G{\"{u}}nnemann},
  title        = {Adversarial Attacks on Graph Neural Networks: Perturbations and their
                  Patterns},
  journal      = {{ACM} Trans. Knowl. Discov. Data},
  volume       = {14},
  number       = {5},
  pages        = {57:1--57:31},
  year         = {2020},
  url          = {https://doi.org/10.1145/3394520},
  doi          = {10.1145/3394520},
  timestamp    = {Mon, 28 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tkdd/ZugnerBAG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/akbc/HanM0GT20,
  author       = {Zhen Han and
                  Yunpu Ma and
                  Yuyi Wang and
                  Stephan G{\"{u}}nnemann and
                  Volker Tresp},
  editor       = {Dipanjan Das and
                  Hannaneh Hajishirzi and
                  Andrew McCallum and
                  Sameer Singh},
  title        = {Graph Hawkes Neural Network for Forecasting on Temporal Knowledge
                  Graphs},
  booktitle    = {Conference on Automated Knowledge Base Construction, {AKBC} 2020,
                  Virtual, June 22-24, 2020},
  year         = {2020},
  url          = {https://doi.org/10.24432/C50018},
  doi          = {10.24432/C50018},
  timestamp    = {Tue, 12 Jan 2021 16:24:06 +0100},
  biburl       = {https://dblp.org/rec/conf/akbc/HanM0GT20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alenex/AngrimanGBZGM20,
  author       = {Eugenio Angriman and
                  Alexander van der Grinten and
                  Aleksandar Bojchevski and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann and
                  Henning Meyerhenke},
  editor       = {Guy E. Blelloch and
                  Irene Finocchi},
  title        = {Group Centrality Maximization for Large-scale Graphs},
  booktitle    = {Proceedings of the Symposium on Algorithm Engineering and Experiments,
                  {ALENEX} 2020, Salt Lake City, UT, USA, January 5-6, 2020},
  pages        = {56--69},
  publisher    = {{SIAM}},
  year         = {2020},
  url          = {https://doi.org/10.1137/1.9781611976007.5},
  doi          = {10.1137/1.9781611976007.5},
  timestamp    = {Fri, 31 Jan 2020 14:05:23 +0100},
  biburl       = {https://dblp.org/rec/conf/alenex/AngrimanGBZGM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/RozaHRG20,
  author       = {Felippe Schmoeller Roza and
                  Maximilian Henne and
                  Karsten Roscher and
                  Stephan G{\"{u}}nnemann},
  editor       = {Adrien Bartoli and
                  Andrea Fusiello},
  title        = {Assessing Box Merging Strategies and Uncertainty Estimation Methods
                  in Multimodel Object Detection},
  booktitle    = {Computer Vision - {ECCV} 2020 Workshops - Glasgow, UK, August 23-28,
                  2020, Proceedings, Part {VI}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12540},
  pages        = {3--10},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-65414-6\_1},
  doi          = {10.1007/978-3-030-65414-6\_1},
  timestamp    = {Sat, 09 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/eccv/RozaHRG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/KlicperaGG20,
  author       = {Johannes Klicpera and
                  Janek Gro{\ss} and
                  Stephan G{\"{u}}nnemann},
  title        = {Directional Message Passing for Molecular Graphs},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=B1eWbxStPH},
  timestamp    = {Thu, 07 May 2020 17:11:47 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/KlicperaGG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/KurleCKSG20,
  author       = {Richard Kurle and
                  Botond Cseke and
                  Alexej Klushyn and
                  Patrick van der Smagt and
                  Stephan G{\"{u}}nnemann},
  title        = {Continual Learning with Bayesian Neural Networks for Non-Stationary
                  Data},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=SJlsFpVtDB},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iclr/KurleCKSG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ShchurBG20,
  author       = {Oleksandr Shchur and
                  Marin Bilos and
                  Stephan G{\"{u}}nnemann},
  title        = {Intensity-Free Learning of Temporal Point Processes},
  booktitle    = {8th International Conference on Learning Representations, {ICLR} 2020,
                  Addis Ababa, Ethiopia, April 26-30, 2020},
  publisher    = {OpenReview.net},
  year         = {2020},
  url          = {https://openreview.net/forum?id=HygOjhEYDH},
  timestamp    = {Thu, 07 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ShchurBG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BojchevskiKG20,
  author       = {Aleksandar Bojchevski and
                  Johannes Klicpera and
                  Stephan G{\"{u}}nnemann},
  title        = {Efficient Robustness Certificates for Discrete Data: Sparsity-Aware
                  Randomized Smoothing for Graphs, Images and More},
  booktitle    = {Proceedings of the 37th International Conference on Machine Learning,
                  {ICML} 2020, 13-18 July 2020, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {119},
  pages        = {1003--1013},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v119/bojchevski20a.html},
  timestamp    = {Tue, 15 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/BojchevskiKG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ZugnerG20,
  author       = {Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  editor       = {Rajesh Gupta and
                  Yan Liu and
                  Jiliang Tang and
                  B. Aditya Prakash},
  title        = {Certifiable Robustness of Graph Convolutional Networks under Structure
                  Perturbations},
  booktitle    = {{KDD} '20: The 26th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, Virtual Event, CA, USA, August 23-27, 2020},
  pages        = {1656--1665},
  publisher    = {{ACM}},
  year         = {2020},
  url          = {https://doi.org/10.1145/3394486.3403217},
  doi          = {10.1145/3394486.3403217},
  timestamp    = {Tue, 09 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/ZugnerG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/BojchevskiKPKBR20,
  author       = {Aleksandar Bojchevski and
                  Johannes Klicpera and
                  Bryan Perozzi and
                  Amol Kapoor and
                  Martin Blais and
                  Benedek R{\'{o}}zemberczki and
                  Michal Lukasik and
                  Stephan G{\"{u}}nnemann},
  editor       = {Rajesh Gupta and
                  Yan Liu and
                  Jiliang Tang and
                  B. Aditya Prakash},
  title        = {Scaling Graph Neural Networks with Approximate PageRank},
  booktitle    = {{KDD} '20: The 26th {ACM} {SIGKDD} Conference on Knowledge Discovery
                  and Data Mining, Virtual Event, CA, USA, August 23-27, 2020},
  pages        = {2464--2473},
  publisher    = {{ACM}},
  year         = {2020},
  url          = {https://doi.org/10.1145/3394486.3403296},
  doi          = {10.1145/3394486.3403296},
  timestamp    = {Tue, 09 Mar 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/BojchevskiKPKBR20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/models/MoinRSG20,
  author       = {Armin Moin and
                  Stephan R{\"{o}}ssler and
                  Marouane Sayih and
                  Stephan G{\"{u}}nnemann},
  editor       = {Esther Guerra and
                  Ludovico Iovino},
  title        = {From things' modeling language (ThingML) to things' machine learning
                  (ThingML2)},
  booktitle    = {{MODELS} '20: {ACM/IEEE} 23rd International Conference on Model Driven
                  Engineering Languages and Systems, Virtual Event, Canada, 18-23 October,
                  2020, Companion Proceedings},
  pages        = {19:1--19:2},
  publisher    = {{ACM}},
  year         = {2020},
  url          = {https://doi.org/10.1145/3417990.3420057},
  doi          = {10.1145/3417990.3420057},
  timestamp    = {Thu, 23 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/models/MoinRSG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CharpentierZG20,
  author       = {Bertrand Charpentier and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {Posterior Network: Uncertainty Estimation without {OOD} Samples via
                  Density-Based Pseudo-Counts},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/0eac690d7059a8de4b48e90f14510391-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/CharpentierZG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/GeislerZG20,
  author       = {Simon Geisler and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {Reliable Graph Neural Networks via Robust Aggregation},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/99e314b1b43706773153e7ef375fc68c-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/GeislerZG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KurleRBGG20,
  author       = {Richard Kurle and
                  Syama Sundar Rangapuram and
                  Emmanuel de B{\'{e}}zenac and
                  Stephan G{\"{u}}nnemann and
                  Jan Gasthaus},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {Deep Rao-Blackwellised Particle Filters for Time Series Forecasting},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/afb0b97df87090596ae7c503f60bb23f-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/KurleRBGG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ShchurGBG20,
  author       = {Oleksandr Shchur and
                  Nicholas Gao and
                  Marin Bilos and
                  Stephan G{\"{u}}nnemann},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {Fast and Flexible Temporal Point Processes with Triangular Maps},
  booktitle    = {Advances in Neural Information Processing Systems 33: Annual Conference
                  on Neural Information Processing Systems 2020, NeurIPS 2020, December
                  6-12, 2020, virtual},
  year         = {2020},
  url          = {https://proceedings.neurips.cc/paper/2020/hash/00ac8ed3b4327bdd4ebbebcb2ba10a00-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ShchurGBG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/LeibrandtG20,
  author       = {Richard Leibrandt and
                  Stephan G{\"{u}}nnemann},
  editor       = {Frank Hutter and
                  Kristian Kersting and
                  Jefrey Lijffijt and
                  Isabel Valera},
  title        = {Gauss Shift: Density Attractor Clustering Faster Than Mean Shift},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2020, Ghent, Belgium, September 14-18, 2020, Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12457},
  pages        = {125--142},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-67658-2\_8},
  doi          = {10.1007/978-3-030-67658-2\_8},
  timestamp    = {Fri, 26 Feb 2021 14:49:45 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/LeibrandtG20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-03123,
  author       = {Johannes Klicpera and
                  Janek Gro{\ss} and
                  Stephan G{\"{u}}nnemann},
  title        = {Directional Message Passing for Molecular Graphs},
  journal      = {CoRR},
  volume       = {abs/2003.03123},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.03123},
  eprinttype    = {arXiv},
  eprint       = {2003.03123},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-03123.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-13432,
  author       = {Zhen Han and
                  Yuyi Wang and
                  Yunpu Ma and
                  Stephan G{\"{u}}nnemann and
                  Volker Tresp},
  title        = {Graph Hawkes Network for Reasoning on Temporal Knowledge Graphs},
  journal      = {CoRR},
  volume       = {abs/2003.13432},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.13432},
  eprinttype    = {arXiv},
  eprint       = {2003.13432},
  timestamp    = {Wed, 01 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-13432.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-09239,
  author       = {Bertrand Charpentier and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  title        = {Posterior Network: Uncertainty Estimation without {OOD} Samples via
                  Density-Based Pseudo-Counts},
  journal      = {CoRR},
  volume       = {abs/2006.09239},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.09239},
  eprinttype    = {arXiv},
  eprint       = {2006.09239},
  timestamp    = {Wed, 17 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-09239.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-12631,
  author       = {Oleksandr Shchur and
                  Nicholas Gao and
                  Marin Bilos and
                  Stephan G{\"{u}}nnemann},
  title        = {Fast and Flexible Temporal Point Processes with Triangular Maps},
  journal      = {CoRR},
  volume       = {abs/2006.12631},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.12631},
  eprinttype    = {arXiv},
  eprint       = {2006.12631},
  timestamp    = {Wed, 01 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-12631.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-01072,
  author       = {Marcel Hildebrandt and
                  Hang Li and
                  Rajat Koner and
                  Volker Tresp and
                  Stephan G{\"{u}}nnemann},
  title        = {Scene Graph Reasoning for Visual Question Answering},
  journal      = {CoRR},
  volume       = {abs/2007.01072},
  year         = {2020},
  url          = {https://arxiv.org/abs/2007.01072},
  eprinttype    = {arXiv},
  eprint       = {2007.01072},
  timestamp    = {Wed, 25 Jan 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2007-01072.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-01570,
  author       = {Aleksandar Bojchevski and
                  Johannes Klicpera and
                  Bryan Perozzi and
                  Amol Kapoor and
                  Martin Blais and
                  Benedek R{\'{o}}zemberczki and
                  Michal Lukasik and
                  Stephan G{\"{u}}nnemann},
  title        = {Scaling Graph Neural Networks with Approximate PageRank},
  journal      = {CoRR},
  volume       = {abs/2007.01570},
  year         = {2020},
  url          = {https://arxiv.org/abs/2007.01570},
  eprinttype    = {arXiv},
  eprint       = {2007.01570},
  timestamp    = {Mon, 06 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2007-01570.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-07740,
  author       = {Nick Harmening and
                  Marin Bilos and
                  Stephan G{\"{u}}nnemann},
  title        = {Deep Representation Learning and Clustering of Traffic Scenarios},
  journal      = {CoRR},
  volume       = {abs/2007.07740},
  year         = {2020},
  url          = {https://arxiv.org/abs/2007.07740},
  eprinttype    = {arXiv},
  eprint       = {2007.07740},
  timestamp    = {Tue, 21 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2007-07740.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-14120,
  author       = {Anna{-}Kathrin Kopetzki and
                  Stephan G{\"{u}}nnemann},
  title        = {Reachable Sets of Classifiers {\&} Regression Models: (Non-)Robustness
                  Analysis and Robust Training},
  journal      = {CoRR},
  volume       = {abs/2007.14120},
  year         = {2020},
  url          = {https://arxiv.org/abs/2007.14120},
  eprinttype    = {arXiv},
  eprint       = {2007.14120},
  timestamp    = {Mon, 03 Aug 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2007-14120.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-12952,
  author       = {Aleksandar Bojchevski and
                  Johannes Klicpera and
                  Stephan G{\"{u}}nnemann},
  title        = {Efficient Robustness Certificates for Discrete Data: Sparsity-Aware
                  Randomized Smoothing for Graphs, Images and More},
  journal      = {CoRR},
  volume       = {abs/2008.12952},
  year         = {2020},
  url          = {https://arxiv.org/abs/2008.12952},
  eprinttype    = {arXiv},
  eprint       = {2008.12952},
  timestamp    = {Wed, 16 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2008-12952.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-10632,
  author       = {Armin Moin and
                  Stephan R{\"{o}}ssler and
                  Marouane Sayih and
                  Stephan G{\"{u}}nnemann},
  title        = {From Things' Modeling Language (ThingML) to Things' Machine Learning
                  (ThingML2)},
  journal      = {CoRR},
  volume       = {abs/2009.10632},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.10632},
  eprinttype    = {arXiv},
  eprint       = {2009.10632},
  timestamp    = {Wed, 23 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-10632.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-10633,
  author       = {Armin Moin and
                  Stephan R{\"{o}}ssler and
                  Stephan G{\"{u}}nnemann},
  title        = {ThingML+ Augmenting Model-Driven Software Engineering for the Internet
                  of Things with Machine Learning},
  journal      = {CoRR},
  volume       = {abs/2009.10633},
  year         = {2020},
  url          = {https://arxiv.org/abs/2009.10633},
  eprinttype    = {arXiv},
  eprint       = {2009.10633},
  timestamp    = {Wed, 23 Sep 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2009-10633.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-03242,
  author       = {Marin Bilos and
                  Stephan G{\"{u}}nnemann},
  title        = {Equivariant Normalizing Flows for Point Processes and Sets},
  journal      = {CoRR},
  volume       = {abs/2010.03242},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.03242},
  eprinttype    = {arXiv},
  eprint       = {2010.03242},
  timestamp    = {Tue, 13 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-03242.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-14986,
  author       = {Anna{-}Kathrin Kopetzki and
                  Bertrand Charpentier and
                  Daniel Z{\"{u}}gner and
                  Sandhya Giri and
                  Stephan G{\"{u}}nnemann},
  title        = {Evaluating Robustness of Predictive Uncertainty Estimation: Are Dirichlet-based
                  Models Reliable?},
  journal      = {CoRR},
  volume       = {abs/2010.14986},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.14986},
  eprinttype    = {arXiv},
  eprint       = {2010.14986},
  timestamp    = {Tue, 03 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-14986.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2010-15651,
  author       = {Simon Geisler and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  title        = {Reliable Graph Neural Networks via Robust Aggregation},
  journal      = {CoRR},
  volume       = {abs/2010.15651},
  year         = {2020},
  url          = {https://arxiv.org/abs/2010.15651},
  eprinttype    = {arXiv},
  eprint       = {2010.15651},
  timestamp    = {Tue, 03 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2010-15651.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2011-14115,
  author       = {Johannes Klicpera and
                  Shankari Giri and
                  Johannes T. Margraf and
                  Stephan G{\"{u}}nnemann},
  title        = {Fast and Uncertainty-Aware Directional Message Passing for Non-Equilibrium
                  Molecules},
  journal      = {CoRR},
  volume       = {abs/2011.14115},
  year         = {2020},
  url          = {https://arxiv.org/abs/2011.14115},
  eprinttype    = {arXiv},
  eprint       = {2011.14115},
  timestamp    = {Tue, 01 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2011-14115.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/socnet/MetzlerGM19,
  author       = {Saskia Metzler and
                  Stephan G{\"{u}}nnemann and
                  Pauli Miettinen},
  title        = {Stability and dynamics of communities on online question-answer sites},
  journal      = {Soc. Networks},
  volume       = {58},
  pages        = {50--58},
  year         = {2019},
  url          = {https://doi.org/10.1016/j.socnet.2018.12.004},
  doi          = {10.1016/J.SOCNET.2018.12.004},
  timestamp    = {Sun, 25 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/socnet/MetzlerGM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/KurleGS19,
  author       = {Richard Kurle and
                  Stephan G{\"{u}}nnemann and
                  Patrick van der Smagt},
  title        = {Multi-Source Neural Variational Inference},
  booktitle    = {The Thirty-Third {AAAI} Conference on Artificial Intelligence, {AAAI}
                  2019, The Thirty-First Innovative Applications of Artificial Intelligence
                  Conference, {IAAI} 2019, The Ninth {AAAI} Symposium on Educational
                  Advances in Artificial Intelligence, {EAAI} 2019, Honolulu, Hawaii,
                  USA, January 27 - February 1, 2019},
  pages        = {4114--4121},
  publisher    = {{AAAI} Press},
  year         = {2019},
  url          = {https://doi.org/10.1609/aaai.v33i01.33014114},
  doi          = {10.1609/AAAI.V33I01.33014114},
  timestamp    = {Mon, 04 Sep 2023 12:29:24 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/KurleGS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/btw/SchuleSHKG019,
  author       = {Maximilian E. Sch{\"{u}}le and
                  Fr{\'{e}}d{\'{e}}ric Simonis and
                  Thomas Heyenbrock and
                  Alfons Kemper and
                  Stephan G{\"{u}}nnemann and
                  Thomas Neumann},
  editor       = {Torsten Grust and
                  Felix Naumann and
                  Alexander B{\"{o}}hm and
                  Wolfgang Lehner and
                  Theo H{\"{a}}rder and
                  Erhard Rahm and
                  Andreas Heuer and
                  Meike Klettke and
                  Holger Meyer},
  title        = {In-Database Machine Learning: Gradient Descent and Tensor Algebra
                  for Main Memory Database Systems},
  booktitle    = {Datenbanksysteme f{\"{u}}r Business, Technologie und Web {(BTW}
                  2019), 18. Fachtagung des GI-Fachbereichs ,,Datenbanken und Informationssysteme"
                  (DBIS), 4.-8. M{\"{a}}rz 2019, Rostock, Germany, Proceedings},
  series       = {{LNI}},
  volume       = {{P-289}},
  pages        = {247--266},
  publisher    = {Gesellschaft f{\"{u}}r Informatik, Bonn},
  year         = {2019},
  url          = {https://doi.org/10.18420/btw2019-16},
  doi          = {10.18420/BTW2019-16},
  timestamp    = {Wed, 13 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/btw/SchuleSHKG019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dac/MrowcaNSG19,
  author       = {Artur Mrowca and
                  Martin Nocker and
                  Sebastian Steinhorst and
                  Stephan G{\"{u}}nnemann},
  title        = {Learning Temporal Specifications from Imperfect Traces Using Bayesian
                  Inference},
  booktitle    = {Proceedings of the 56th Annual Design Automation Conference 2019,
                  {DAC} 2019, Las Vegas, NV, USA, June 02-06, 2019},
  pages        = {96},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3316781.3317847},
  doi          = {10.1145/3316781.3317847},
  timestamp    = {Sun, 06 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/dac/MrowcaNSG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edbt/SchuleVPLKG019,
  author       = {Maximilian E. Sch{\"{u}}le and
                  Dimitri Vorona and
                  Linnea Passing and
                  Harald Lang and
                  Alfons Kemper and
                  Stephan G{\"{u}}nnemann and
                  Thomas Neumann},
  editor       = {Melanie Herschel and
                  Helena Galhardas and
                  Berthold Reinwald and
                  Irini Fundulaki and
                  Carsten Binnig and
                  Zoi Kaoudi},
  title        = {The Power of {SQL} Lambda Functions},
  booktitle    = {Advances in Database Technology - 22nd International Conference on
                  Extending Database Technology, {EDBT} 2019, Lisbon, Portugal, March
                  26-29, 2019},
  pages        = {534--537},
  publisher    = {OpenProceedings.org},
  year         = {2019},
  url          = {https://doi.org/10.5441/002/edbt.2019.49},
  doi          = {10.5441/002/EDBT.2019.49},
  timestamp    = {Fri, 29 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/edbt/SchuleVPLKG019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edbt/SchuleBVKG019,
  author       = {Maximilian E. Sch{\"{u}}le and
                  Matthias Bungeroth and
                  Dimitri Vorona and
                  Alfons Kemper and
                  Stephan G{\"{u}}nnemann and
                  Thomas Neumann},
  editor       = {Melanie Herschel and
                  Helena Galhardas and
                  Berthold Reinwald and
                  Irini Fundulaki and
                  Carsten Binnig and
                  Zoi Kaoudi},
  title        = {{ML2SQL} - Compiling a Declarative Machine Learning Language to {SQL}
                  and Python},
  booktitle    = {Advances in Database Technology - 22nd International Conference on
                  Extending Database Technology, {EDBT} 2019, Lisbon, Portugal, March
                  26-29, 2019},
  pages        = {562--565},
  publisher    = {OpenProceedings.org},
  year         = {2019},
  url          = {https://doi.org/10.5441/002/edbt.2019.56},
  doi          = {10.5441/002/EDBT.2019.56},
  timestamp    = {Fri, 29 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/edbt/SchuleBVKG019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gi/ZugnerAG19,
  author       = {Daniel Z{\"{u}}gner and
                  Amir Akbarnejad and
                  Stephan G{\"{u}}nnemann},
  editor       = {Klaus David and
                  Kurt Geihs and
                  Martin Lange and
                  Gerd Stumme},
  title        = {Adversarial Attacks on Graph Neural Networks},
  booktitle    = {49. Jahrestagung der Gesellschaft f{\"{u}}r Informatik, 50 Jahre
                  Gesellschaft f{\"{u}}r Informatik - Informatik f{\"{u}}r
                  Gesellschaft, {INFORMATIK} 2019, Kassel, Germany, September 23-26,
                  2019},
  series       = {{LNI}},
  volume       = {{P-294}},
  pages        = {251--252},
  publisher    = {{GI}},
  year         = {2019},
  url          = {https://doi.org/10.18420/inf2019\_29},
  doi          = {10.18420/INF2019\_29},
  timestamp    = {Tue, 04 Jul 2023 17:43:40 +0200},
  biburl       = {https://dblp.org/rec/conf/gi/ZugnerAG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/KlicperaBG19,
  author       = {Johannes Klicpera and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Predict then Propagate: Graph Neural Networks meet Personalized PageRank},
  booktitle    = {7th International Conference on Learning Representations, {ICLR} 2019,
                  New Orleans, LA, USA, May 6-9, 2019},
  publisher    = {OpenReview.net},
  year         = {2019},
  url          = {https://openreview.net/forum?id=H1gL-2A9Ym},
  timestamp    = {Thu, 25 Jul 2019 13:03:15 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/KlicperaBG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ZugnerG19,
  author       = {Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  title        = {Adversarial Attacks on Graph Neural Networks via Meta Learning},
  booktitle    = {7th International Conference on Learning Representations, {ICLR} 2019,
                  New Orleans, LA, USA, May 6-9, 2019},
  publisher    = {OpenReview.net},
  year         = {2019},
  url          = {https://openreview.net/forum?id=Bylnx209YX},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ZugnerG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BojchevskiG19,
  author       = {Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  editor       = {Kamalika Chaudhuri and
                  Ruslan Salakhutdinov},
  title        = {Adversarial Attacks on Node Embeddings via Graph Poisoning},
  booktitle    = {Proceedings of the 36th International Conference on Machine Learning,
                  {ICML} 2019, 9-15 June 2019, Long Beach, California, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {97},
  pages        = {695--704},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v97/bojchevski19a.html},
  timestamp    = {Tue, 11 Jun 2019 15:37:38 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BojchevskiG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/ZugnerAG19,
  author       = {Daniel Z{\"{u}}gner and
                  Amir Akbarnejad and
                  Stephan G{\"{u}}nnemann},
  editor       = {Sarit Kraus},
  title        = {Adversarial Attacks on Neural Networks for Graph Data},
  booktitle    = {Proceedings of the Twenty-Eighth International Joint Conference on
                  Artificial Intelligence, {IJCAI} 2019, Macao, China, August 10-16,
                  2019},
  pages        = {6246--6250},
  publisher    = {ijcai.org},
  year         = {2019},
  url          = {https://doi.org/10.24963/ijcai.2019/872},
  doi          = {10.24963/IJCAI.2019/872},
  timestamp    = {Tue, 20 Aug 2019 16:18:18 +0200},
  biburl       = {https://dblp.org/rec/conf/ijcai/ZugnerAG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ZugnerG19,
  author       = {Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  editor       = {Ankur Teredesai and
                  Vipin Kumar and
                  Ying Li and
                  R{\'{o}}mer Rosales and
                  Evimaria Terzi and
                  George Karypis},
  title        = {Certifiable Robustness and Robust Training for Graph Convolutional
                  Networks},
  booktitle    = {Proceedings of the 25th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery {\&} Data Mining, {KDD} 2019, Anchorage, AK,
                  USA, August 4-8, 2019},
  pages        = {246--256},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3292500.3330905},
  doi          = {10.1145/3292500.3330905},
  timestamp    = {Tue, 16 Aug 2022 23:04:27 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/ZugnerG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/RabanserGL19,
  author       = {Stephan Rabanser and
                  Stephan G{\"{u}}nnemann and
                  Zachary C. Lipton},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Failing Loudly: An Empirical Study of Methods for Detecting Dataset
                  Shift},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {1394--1406},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/846c260d715e5b854ffad5f70a516c88-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/RabanserGL19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BojchevskiG19,
  author       = {Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Certifiable Robustness to Graph Perturbations},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {8317--8328},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/e2f374c3418c50bc30d67d5f7454a5b4-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/BojchevskiG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CharpentierBG19,
  author       = {Bertrand Charpentier and
                  Marin Bilos and
                  Stephan G{\"{u}}nnemann},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Uncertainty on Asynchronous Time Event Prediction},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {12831--12840},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/78efce208a5242729d222e7e6e3e565e-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/CharpentierBG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KlicperaWG19,
  author       = {Johannes Klicpera and
                  Stefan Wei{\ss}enberger and
                  Stephan G{\"{u}}nnemann},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Diffusion Improves Graph Learning},
  booktitle    = {Advances in Neural Information Processing Systems 32: Annual Conference
                  on Neural Information Processing Systems 2019, NeurIPS 2019, December
                  8-14, 2019, Vancouver, BC, Canada},
  pages        = {13333--13345},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/23c894276a2c5a16470e6a31f4618d73-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/KlicperaWG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sigmod/SchuleBKG019,
  author       = {Maximilian E. Sch{\"{u}}le and
                  Matthias Bungeroth and
                  Alfons Kemper and
                  Stephan G{\"{u}}nnemann and
                  Thomas Neumann},
  editor       = {Sebastian Schelter and
                  Neoklis Polyzotis and
                  Stephan Seufert and
                  Manasi Vartak},
  title        = {MLearn: {A} Declarative Machine Learning Language for Database Systems},
  booktitle    = {Proceedings of the 3rd International Workshop on Data Management for
                  End-to-End Machine Learning, DEEM@SIGMOD 2019, Amsterdam, The Netherlands,
                  June 30, 2019},
  pages        = {7:1--7:4},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3329486.3329494},
  doi          = {10.1145/3329486.3329494},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sigmod/SchuleBKG019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/MukherjeeG19,
  author       = {Subhabrata Mukherjee and
                  Stephan G{\"{u}}nnemann},
  editor       = {Ling Liu and
                  Ryen W. White and
                  Amin Mantrach and
                  Fabrizio Silvestri and
                  Julian J. McAuley and
                  Ricardo Baeza{-}Yates and
                  Leila Zia},
  title        = {GhostLink: Latent Network Inference for Influence-aware Recommendation},
  booktitle    = {The World Wide Web Conference, {WWW} 2019, San Francisco, CA, USA,
                  May 13-17, 2019},
  pages        = {1310--1320},
  publisher    = {{ACM}},
  year         = {2019},
  url          = {https://doi.org/10.1145/3308558.3313449},
  doi          = {10.1145/3308558.3313449},
  timestamp    = {Sun, 22 Sep 2019 18:12:47 +0200},
  biburl       = {https://dblp.org/rec/conf/www/MukherjeeG19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1902-08412,
  author       = {Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  title        = {Adversarial Attacks on Graph Neural Networks via Meta Learning},
  journal      = {CoRR},
  volume       = {abs/1902.08412},
  year         = {2019},
  url          = {http://arxiv.org/abs/1902.08412},
  eprinttype    = {arXiv},
  eprint       = {1902.08412},
  timestamp    = {Tue, 21 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1902-08412.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-05955,
  author       = {Subhabrata Mukherjee and
                  Stephan G{\"{u}}nnemann},
  title        = {GhostLink: Latent Network Inference for Influence-aware Recommendation},
  journal      = {CoRR},
  volume       = {abs/1905.05955},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.05955},
  eprinttype    = {arXiv},
  eprint       = {1905.05955},
  timestamp    = {Tue, 28 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-05955.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-12269,
  author       = {Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  title        = {Certifiable Robustness and Robust Training for Graph Convolutional
                  Networks},
  journal      = {CoRR},
  volume       = {abs/1906.12269},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.12269},
  eprinttype    = {arXiv},
  eprint       = {1906.12269},
  timestamp    = {Mon, 01 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-12269.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-12127,
  author       = {Oleksandr Shchur and
                  Marin Bilos and
                  Stephan G{\"{u}}nnemann},
  title        = {Intensity-Free Learning of Temporal Point Processes},
  journal      = {CoRR},
  volume       = {abs/1909.12127},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.12127},
  eprinttype    = {arXiv},
  eprint       = {1909.12127},
  timestamp    = {Fri, 27 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-12127.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1909-12201,
  author       = {Oleksandr Shchur and
                  Stephan G{\"{u}}nnemann},
  title        = {Overlapping Community Detection with Graph Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1909.12201},
  year         = {2019},
  url          = {http://arxiv.org/abs/1909.12201},
  eprinttype    = {arXiv},
  eprint       = {1909.12201},
  timestamp    = {Fri, 27 Sep 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1909-12201.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-13874,
  author       = {Eugenio Angriman and
                  Alexander van der Grinten and
                  Aleksandar Bojchevski and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann and
                  Henning Meyerhenke},
  title        = {Group Centrality Maximization for Large-scale Graphs},
  journal      = {CoRR},
  volume       = {abs/1910.13874},
  year         = {2019},
  url          = {http://arxiv.org/abs/1910.13874},
  eprinttype    = {arXiv},
  eprint       = {1910.13874},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1910-13874.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1910-14356,
  author       = {Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Certifiable Robustness to Graph Perturbations},
  journal      = {CoRR},
  volume       = {abs/1910.14356},
  year         = {2019},
  url          = {http://arxiv.org/abs/1910.14356},
  eprinttype    = {arXiv},
  eprint       = {1910.14356},
  timestamp    = {Mon, 04 Nov 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1910-14356.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-05485,
  author       = {Johannes Klicpera and
                  Stefan Wei{\ss}enberger and
                  Stephan G{\"{u}}nnemann},
  title        = {Diffusion Improves Graph Learning},
  journal      = {CoRR},
  volume       = {abs/1911.05485},
  year         = {2019},
  url          = {http://arxiv.org/abs/1911.05485},
  eprinttype    = {arXiv},
  eprint       = {1911.05485},
  timestamp    = {Mon, 02 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1911-05485.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1911-05503,
  author       = {Marin Bilos and
                  Bertrand Charpentier and
                  Stephan G{\"{u}}nnemann},
  title        = {Uncertainty on Asynchronous Time Event Prediction},
  journal      = {CoRR},
  volume       = {abs/1911.05503},
  year         = {2019},
  url          = {http://arxiv.org/abs/1911.05503},
  eprinttype    = {arXiv},
  eprint       = {1911.05503},
  timestamp    = {Mon, 02 Dec 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1911-05503.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-05007,
  author       = {Alexander Ziller and
                  Julius Hansjakob and
                  Vitalii Rusinov and
                  Daniel Z{\"{u}}gner and
                  Peter Vogel and
                  Stephan G{\"{u}}nnemann},
  title        = {Oktoberfest Food Dataset},
  journal      = {CoRR},
  volume       = {abs/1912.05007},
  year         = {2019},
  url          = {http://arxiv.org/abs/1912.05007},
  eprinttype    = {arXiv},
  eprint       = {1912.05007},
  timestamp    = {Thu, 02 Jan 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1912-05007.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/BojchevskiG18,
  author       = {Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  editor       = {Sheila A. McIlraith and
                  Kilian Q. Weinberger},
  title        = {Bayesian Robust Attributed Graph Clustering: Joint Learning of Partial
                  Anomalies and Group Structure},
  booktitle    = {Proceedings of the Thirty-Second {AAAI} Conference on Artificial Intelligence,
                  (AAAI-18), the 30th innovative Applications of Artificial Intelligence
                  (IAAI-18), and the 8th {AAAI} Symposium on Educational Advances in
                  Artificial Intelligence (EAAI-18), New Orleans, Louisiana, USA, February
                  2-7, 2018},
  pages        = {2738--2745},
  publisher    = {{AAAI} Press},
  year         = {2018},
  url          = {https://doi.org/10.1609/aaai.v32i1.11642},
  doi          = {10.1609/AAAI.V32I1.11642},
  timestamp    = {Mon, 04 Sep 2023 12:29:24 +0200},
  biburl       = {https://dblp.org/rec/conf/aaai/BojchevskiG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/ShchurBFGS18,
  author       = {Oleksandr Shchur and
                  Aleksandar Bojchevski and
                  Mohamed Farghal and
                  Stephan G{\"{u}}nnemann and
                  Yusuf Saber},
  editor       = {Hanghang Tong and
                  Zhenhui Jessie Li and
                  Feida Zhu and
                  Jeffrey Yu},
  title        = {Anomaly Detection in Car-Booking Graphs},
  booktitle    = {2018 {IEEE} International Conference on Data Mining Workshops, {ICDM}
                  Workshops, Singapore, Singapore, November 17-20, 2018},
  pages        = {604--607},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/ICDMW.2018.00093},
  doi          = {10.1109/ICDMW.2018.00093},
  timestamp    = {Thu, 14 Nov 2019 15:37:05 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/ShchurBFGS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/BojchevskiG18,
  author       = {Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning
                  via Ranking},
  booktitle    = {6th International Conference on Learning Representations, {ICLR} 2018,
                  Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
  publisher    = {OpenReview.net},
  year         = {2018},
  url          = {https://openreview.net/forum?id=r1ZdKJ-0W},
  timestamp    = {Thu, 25 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/BojchevskiG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BojchevskiSZG18,
  author       = {Aleksandar Bojchevski and
                  Oleksandr Shchur and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  editor       = {Jennifer G. Dy and
                  Andreas Krause},
  title        = {NetGAN: Generating Graphs via Random Walks},
  booktitle    = {Proceedings of the 35th International Conference on Machine Learning,
                  {ICML} 2018, Stockholmsm{\"{a}}ssan, Stockholm, Sweden, July
                  10-15, 2018},
  series       = {Proceedings of Machine Learning Research},
  volume       = {80},
  pages        = {609--618},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v80/bojchevski18a.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:30 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BojchevskiSZG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/itsc/WolfMNBG18,
  author       = {Peter Wolf and
                  Artur Mrowca and
                  Tam Thanh Nguyen and
                  Bernard B{\"{a}}ker and
                  Stephan G{\"{u}}nnemann},
  editor       = {Wei{-}Bin Zhang and
                  Alexandre M. Bayen and
                  Javier J. S{\'{a}}nchez Medina and
                  Matthew J. Barth},
  title        = {Pre-ignition Detection Using Deep Neural Networks: {A} Step Towards
                  Data-driven Automotive Diagnostics},
  booktitle    = {21st International Conference on Intelligent Transportation Systems,
                  {ITSC} 2018, Maui, HI, USA, November 4-7, 2018},
  pages        = {176--183},
  publisher    = {{IEEE}},
  year         = {2018},
  url          = {https://doi.org/10.1109/ITSC.2018.8569908},
  doi          = {10.1109/ITSC.2018.8569908},
  timestamp    = {Wed, 16 Oct 2019 14:14:57 +0200},
  biburl       = {https://dblp.org/rec/conf/itsc/WolfMNBG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/ZugnerAG18,
  author       = {Daniel Z{\"{u}}gner and
                  Amir Akbarnejad and
                  Stephan G{\"{u}}nnemann},
  editor       = {Yike Guo and
                  Faisal Farooq},
  title        = {Adversarial Attacks on Neural Networks for Graph Data},
  booktitle    = {Proceedings of the 24th {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery {\&} Data Mining, {KDD} 2018, London, UK,
                  August 19-23, 2018},
  pages        = {2847--2856},
  publisher    = {{ACM}},
  year         = {2018},
  url          = {https://doi.org/10.1145/3219819.3220078},
  doi          = {10.1145/3219819.3220078},
  timestamp    = {Wed, 21 Nov 2018 12:44:27 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/ZugnerAG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/models/RosslerG18,
  author       = {Armin Moin and
                  Stephan R{\"{o}}ssler and
                  Stephan G{\"{u}}nnemann},
  editor       = {Regina Hebig and
                  Thorsten Berger},
  title        = {ThingML+: Augmenting Model-Driven Software Engineering for the Internet
                  of Things with Machine Learning},
  booktitle    = {Proceedings of {MODELS} 2018 Workshops: ModComp, MRT, OCL, FlexMDE,
                  EXE, COMMitMDE, MDETools, GEMOC, MORSE, MDE4IoT, MDEbug, MoDeVVa,
                  ME, MULTI, HuFaMo, AMMoRe, {PAINS} co-located with {ACM/IEEE} 21st
                  International Conference on Model Driven Engineering Languages and
                  Systems {(MODELS} 2018), Copenhagen, Denmark, October, 14, 2018},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2245},
  pages        = {521--523},
  publisher    = {CEUR-WS.org},
  year         = {2018},
  url          = {https://ceur-ws.org/Vol-2245/mde4iot\_paper\_5.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:20 +0100},
  biburl       = {https://dblp.org/rec/conf/models/RosslerG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/MrowcaMG18,
  author       = {Artur Mrowca and
                  Barbara Moser and
                  Stephan G{\"{u}}nnemann},
  editor       = {Ulf Brefeld and
                  Edward Curry and
                  Elizabeth Daly and
                  Brian MacNamee and
                  Alice Marascu and
                  Fabio Pinelli and
                  Michele Berlingerio and
                  Neil Hurley},
  title        = {Discovering Groups of Signals in In-Vehicle Network Traces for Redundancy
                  Detection and Functional Grouping},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2018, Dublin, Ireland, September 10-14, 2018, Proceedings,
                  Part {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11053},
  pages        = {86--102},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-10997-4\_6},
  doi          = {10.1007/978-3-030-10997-4\_6},
  timestamp    = {Fri, 09 Apr 2021 18:44:22 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/MrowcaMG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/ShalabySSG18,
  author       = {Marawan Shalaby and
                  Jan Stutzki and
                  Matthias Schubert and
                  Stephan G{\"{u}}nnemann},
  editor       = {Martin Ester and
                  Dino Pedreschi},
  title        = {An {LSTM} Approach to Patent Classification based on Fixed Hierarchy
                  Vectors},
  booktitle    = {Proceedings of the 2018 {SIAM} International Conference on Data Mining,
                  {SDM} 2018, May 3-5, 2018, San Diego Marriott Mission Valley, San
                  Diego, CA, {USA}},
  pages        = {495--503},
  publisher    = {{SIAM}},
  year         = {2018},
  url          = {https://doi.org/10.1137/1.9781611975321.56},
  doi          = {10.1137/1.9781611975321.56},
  timestamp    = {Sun, 13 May 2018 11:47:13 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/ShalabySSG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/LeibrandtG18,
  author       = {Richard Leibrandt and
                  Stephan G{\"{u}}nnemann},
  editor       = {Martin Ester and
                  Dino Pedreschi},
  title        = {Making Kernel Density Estimation Robust towards Missing Values in
                  Highly Incomplete Multivariate Data without Imputation},
  booktitle    = {Proceedings of the 2018 {SIAM} International Conference on Data Mining,
                  {SDM} 2018, May 3-5, 2018, San Diego Marriott Mission Valley, San
                  Diego, CA, {USA}},
  pages        = {747--755},
  publisher    = {{SIAM}},
  year         = {2018},
  url          = {https://doi.org/10.1137/1.9781611975321.84},
  doi          = {10.1137/1.9781611975321.84},
  timestamp    = {Sun, 13 May 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/LeibrandtG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sisap/RitterHG18,
  author       = {Lorenzo von Ritter and
                  Michael E. Houle and
                  Stephan G{\"{u}}nnemann},
  editor       = {St{\'{e}}phane Marchand{-}Maillet and
                  Yasin N. Silva and
                  Edgar Ch{\'{a}}vez},
  title        = {Intrinsic Degree: An Estimator of the Local Growth Rate in Graphs},
  booktitle    = {Similarity Search and Applications - 11th International Conference,
                  {SISAP} 2018, Lima, Peru, October 7-9, 2018, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11223},
  pages        = {195--208},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-02224-2\_15},
  doi          = {10.1007/978-3-030-02224-2\_15},
  timestamp    = {Tue, 14 May 2019 10:00:53 +0200},
  biburl       = {https://dblp.org/rec/conf/sisap/RitterHG18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1803-00816,
  author       = {Aleksandar Bojchevski and
                  Oleksandr Shchur and
                  Daniel Z{\"{u}}gner and
                  Stephan G{\"{u}}nnemann},
  title        = {NetGAN: Generating Graphs via Random Walks},
  journal      = {CoRR},
  volume       = {abs/1803.00816},
  year         = {2018},
  url          = {http://arxiv.org/abs/1803.00816},
  eprinttype    = {arXiv},
  eprint       = {1803.00816},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1803-00816.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-07984,
  author       = {Daniel Z{\"{u}}gner and
                  Amir Akbarnejad and
                  Stephan G{\"{u}}nnemann},
  title        = {Adversarial Attacks on Neural Networks for Graph Data},
  journal      = {CoRR},
  volume       = {abs/1805.07984},
  year         = {2018},
  url          = {http://arxiv.org/abs/1805.07984},
  eprinttype    = {arXiv},
  eprint       = {1805.07984},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1805-07984.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-00770,
  author       = {Federico Monti and
                  Oleksandr Shchur and
                  Aleksandar Bojchevski and
                  Or Litany and
                  Stephan G{\"{u}}nnemann and
                  Michael M. Bronstein},
  title        = {Dual-Primal Graph Convolutional Networks},
  journal      = {CoRR},
  volume       = {abs/1806.00770},
  year         = {2018},
  url          = {http://arxiv.org/abs/1806.00770},
  eprinttype    = {arXiv},
  eprint       = {1806.00770},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1806-00770.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-01093,
  author       = {Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Adversarial Attacks on Node Embeddings},
  journal      = {CoRR},
  volume       = {abs/1809.01093},
  year         = {2018},
  url          = {http://arxiv.org/abs/1809.01093},
  eprinttype    = {arXiv},
  eprint       = {1809.01093},
  timestamp    = {Fri, 05 Oct 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1809-01093.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-01836,
  author       = {Roberto Alonso and
                  Stephan G{\"{u}}nnemann},
  title        = {Mining Contrasting Quasi-Clique Patterns},
  journal      = {CoRR},
  volume       = {abs/1810.01836},
  year         = {2018},
  url          = {http://arxiv.org/abs/1810.01836},
  eprinttype    = {arXiv},
  eprint       = {1810.01836},
  timestamp    = {Tue, 30 Oct 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1810-01836.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-05997,
  author       = {Johannes Klicpera and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Personalized Embedding Propagation: Combining Neural Networks on Graphs
                  with Personalized PageRank},
  journal      = {CoRR},
  volume       = {abs/1810.05997},
  year         = {2018},
  url          = {http://arxiv.org/abs/1810.05997},
  eprinttype    = {arXiv},
  eprint       = {1810.05997},
  timestamp    = {Tue, 30 Oct 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1810-05997.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-11953,
  author       = {Stephan Rabanser and
                  Stephan G{\"{u}}nnemann and
                  Zachary C. Lipton},
  title        = {Failing Loudly: An Empirical Study of Methods for Detecting Dataset
                  Shift},
  journal      = {CoRR},
  volume       = {abs/1810.11953},
  year         = {2018},
  url          = {http://arxiv.org/abs/1810.11953},
  eprinttype    = {arXiv},
  eprint       = {1810.11953},
  timestamp    = {Thu, 01 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1810-11953.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1811-04451,
  author       = {Richard Kurle and
                  Stephan G{\"{u}}nnemann and
                  Patrick van der Smagt},
  title        = {Multi-Source Neural Variational Inference},
  journal      = {CoRR},
  volume       = {abs/1811.04451},
  year         = {2018},
  url          = {http://arxiv.org/abs/1811.04451},
  eprinttype    = {arXiv},
  eprint       = {1811.04451},
  timestamp    = {Mon, 26 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1811-04451.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1811-05868,
  author       = {Oleksandr Shchur and
                  Maximilian Mumme and
                  Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Pitfalls of Graph Neural Network Evaluation},
  journal      = {CoRR},
  volume       = {abs/1811.05868},
  year         = {2018},
  url          = {http://arxiv.org/abs/1811.05868},
  eprinttype    = {arXiv},
  eprint       = {1811.05868},
  timestamp    = {Sat, 24 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1811-05868.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dbsk/Gunnemann17,
  author       = {Stephan G{\"{u}}nnemann},
  title        = {Machine Learning Meets Databases},
  journal      = {Datenbank-Spektrum},
  volume       = {17},
  number       = {1},
  pages        = {77--83},
  year         = {2017},
  url          = {https://doi.org/10.1007/s13222-017-0247-8},
  doi          = {10.1007/S13222-017-0247-8},
  timestamp    = {Wed, 26 Jul 2017 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/dbsk/Gunnemann17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dbsk/ThenGKN17,
  author       = {Manuel Then and
                  Stephan G{\"{u}}nnemann and
                  Alfons Kemper and
                  Thomas Neumann},
  title        = {Efficient Batched Distance, Closeness and Betweenness Centrality Computation
                  in Unweighted and Weighted Graphs},
  journal      = {Datenbank-Spektrum},
  volume       = {17},
  number       = {2},
  pages        = {169--182},
  year         = {2017},
  url          = {https://doi.org/10.1007/s13222-017-0261-x},
  doi          = {10.1007/S13222-017-0261-X},
  timestamp    = {Fri, 30 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/dbsk/ThenGKN17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/BodenGH017,
  author       = {Brigitte Boden and
                  Stephan G{\"{u}}nnemann and
                  Holger Hoffmann and
                  Thomas Seidl},
  title        = {MiMAG: mining coherent subgraphs in multi-layer graphs with edge labels},
  journal      = {Knowl. Inf. Syst.},
  volume       = {50},
  number       = {2},
  pages        = {417--446},
  year         = {2017},
  url          = {https://doi.org/10.1007/s10115-016-0949-5},
  doi          = {10.1007/S10115-016-0949-5},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/kais/BodenGH017.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/EswaranGFMK17,
  author       = {Dhivya Eswaran and
                  Stephan G{\"{u}}nnemann and
                  Christos Faloutsos and
                  Disha Makhija and
                  Mohit Kumar},
  title        = {ZooBP: Belief Propagation for Heterogeneous Networks},
  journal      = {Proc. {VLDB} Endow.},
  volume       = {10},
  number       = {5},
  pages        = {625--636},
  year         = {2017},
  url          = {http://www.vldb.org/pvldb/vol10/p625-eswaran.pdf},
  doi          = {10.14778/3055540.3055554},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pvldb/EswaranGFMK17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/ThenKGK017,
  author       = {Manuel Then and
                  Timo Kersten and
                  Stephan G{\"{u}}nnemann and
                  Alfons Kemper and
                  Thomas Neumann},
  title        = {Automatic Algorithm Transformation for Efficient Multi-Snapshot Analytics
                  on Temporal Graphs},
  journal      = {Proc. {VLDB} Endow.},
  volume       = {10},
  number       = {8},
  pages        = {877--888},
  year         = {2017},
  url          = {http://www.vldb.org/pvldb/vol10/p877-then.pdf},
  doi          = {10.14778/3090163.3090166},
  timestamp    = {Sat, 25 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pvldb/ThenKGK017.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/btw/ThenGK017,
  author       = {Manuel Then and
                  Stephan G{\"{u}}nnemann and
                  Alfons Kemper and
                  Thomas Neumann},
  editor       = {Bernhard Mitschang and
                  Daniela Nicklas and
                  Frank Leymann and
                  Harald Sch{\"{o}}ning and
                  Melanie Herschel and
                  Jens Teubner and
                  Theo H{\"{a}}rder and
                  Oliver Kopp and
                  Matthias Wieland},
  title        = {Efficient Batched Distance and Centrality Computation in Unweighted
                  and Weighted Graphs},
  booktitle    = {Datenbanksysteme f{\"{u}}r Business, Technologie und Web {(BTW}
                  2017), 17. Fachtagung des GI-Fachbereichs ,,Datenbanken und Informationssysteme"
                  (DBIS), 6.-10. M{\"{a}}rz 2017, Stuttgart, Germany, Proceedings},
  series       = {{LNI}},
  volume       = {{P-265}},
  pages        = {247--266},
  publisher    = {{GI}},
  year         = {2017},
  url          = {https://dl.gi.de/handle/20.500.12116/632},
  timestamp    = {Tue, 04 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/btw/ThenGK017.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edbt/PassingTHLSGK017,
  author       = {Linnea Passing and
                  Manuel Then and
                  Nina C. Hubig and
                  Harald Lang and
                  Michael Schreier and
                  Stephan G{\"{u}}nnemann and
                  Alfons Kemper and
                  Thomas Neumann},
  editor       = {Volker Markl and
                  Salvatore Orlando and
                  Bernhard Mitschang and
                  Periklis Andritsos and
                  Kai{-}Uwe Sattler and
                  Sebastian Bre{\ss}},
  title        = {{SQL-} and Operator-centric Data Analytics in Relational Main-Memory
                  Databases},
  booktitle    = {Proceedings of the 20th International Conference on Extending Database
                  Technology, {EDBT} 2017, Venice, Italy, March 21-24, 2017},
  pages        = {84--95},
  publisher    = {OpenProceedings.org},
  year         = {2017},
  url          = {https://doi.org/10.5441/002/edbt.2017.09},
  doi          = {10.5441/002/EDBT.2017.09},
  timestamp    = {Thu, 13 Apr 2023 09:56:59 +0200},
  biburl       = {https://dblp.org/rec/conf/edbt/PassingTHLSGK017.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/BojchevskiMG17,
  author       = {Aleksandar Bojchevski and
                  Yves Matkovic and
                  Stephan G{\"{u}}nnemann},
  title        = {Robust Spectral Clustering for Noisy Data: Modeling Sparse Corruptions
                  Improves Latent Embeddings},
  booktitle    = {Proceedings of the 23rd {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13
                  - 17, 2017},
  pages        = {737--746},
  publisher    = {{ACM}},
  year         = {2017},
  url          = {https://doi.org/10.1145/3097983.3098156},
  doi          = {10.1145/3097983.3098156},
  timestamp    = {Fri, 25 Dec 2020 01:14:16 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/BojchevskiMG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/EswaranGF17,
  author       = {Dhivya Eswaran and
                  Stephan G{\"{u}}nnemann and
                  Christos Faloutsos},
  editor       = {Nitesh V. Chawla and
                  Wei Wang},
  title        = {The Power of Certainty: {A} Dirichlet-Multinomial Model for Belief
                  Propagation},
  booktitle    = {Proceedings of the 2017 {SIAM} International Conference on Data Mining,
                  Houston, Texas, USA, April 27-29, 2017},
  pages        = {144--152},
  publisher    = {{SIAM}},
  year         = {2017},
  url          = {https://doi.org/10.1137/1.9781611974973.17},
  doi          = {10.1137/1.9781611974973.17},
  timestamp    = {Fri, 04 Oct 2019 16:19:51 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/EswaranGF17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssd/HubigFZYG17,
  author       = {Nina C. Hubig and
                  Philip Fengler and
                  Andreas Z{\"{u}}fle and
                  Ruixin Yang and
                  Stephan G{\"{u}}nnemann},
  editor       = {Michael Gertz and
                  Matthias Renz and
                  Xiaofang Zhou and
                  Erik G. Hoel and
                  Wei{-}Shinn Ku and
                  Agn{\`{e}}s Voisard and
                  Chengyang Zhang and
                  Haiquan Chen and
                  Liang Tang and
                  Yan Huang and
                  Chang{-}Tien Lu and
                  Siva Ravada},
  title        = {Detection and Prediction of Natural Hazards Using Large-Scale Environmental
                  Data},
  booktitle    = {Advances in Spatial and Temporal Databases - 15th International Symposium,
                  {SSTD} 2017, Arlington, VA, USA, August 21-23, 2017, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {10411},
  pages        = {300--316},
  publisher    = {Springer},
  year         = {2017},
  url          = {https://doi.org/10.1007/978-3-319-64367-0\_16},
  doi          = {10.1007/978-3-319-64367-0\_16},
  timestamp    = {Wed, 26 Jan 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/ssd/HubigFZYG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MukherjeeGW17,
  author       = {Subhabrata Mukherjee and
                  Stephan G{\"{u}}nnemann and
                  Gerhard Weikum},
  title        = {Personalized Item Recommendation with Continuous Experience Evolution
                  of Users using Brownian Motion},
  journal      = {CoRR},
  volume       = {abs/1705.02669},
  year         = {2017},
  url          = {http://arxiv.org/abs/1705.02669},
  eprinttype    = {arXiv},
  eprint       = {1705.02669},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MukherjeeGW17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BojchevskiG17,
  author       = {Aleksandar Bojchevski and
                  Stephan G{\"{u}}nnemann},
  title        = {Deep Gaussian Embedding of Attributed Graphs: Unsupervised Inductive
                  Learning via Ranking},
  journal      = {CoRR},
  volume       = {abs/1707.03815},
  year         = {2017},
  url          = {http://arxiv.org/abs/1707.03815},
  eprinttype    = {arXiv},
  eprint       = {1707.03815},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BojchevskiG17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1711-10781,
  author       = {Stephan Rabanser and
                  Oleksandr Shchur and
                  Stephan G{\"{u}}nnemann},
  title        = {Introduction to Tensor Decompositions and their Applications in Machine
                  Learning},
  journal      = {CoRR},
  volume       = {abs/1711.10781},
  year         = {2017},
  url          = {http://arxiv.org/abs/1711.10781},
  eprinttype    = {arXiv},
  eprint       = {1711.10781},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1711-10781.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/AraujoGPFBSPK16,
  author       = {Miguel Araujo and
                  Stephan G{\"{u}}nnemann and
                  Spiros Papadimitriou and
                  Christos Faloutsos and
                  Prithwish Basu and
                  Ananthram Swami and
                  Evangelos E. Papalexakis and
                  Danai Koutra},
  title        = {Discovery of "comet" communities in temporal and labeled
                  graphs Com\({}^{\mbox{{\^{}}2}}\)},
  journal      = {Knowl. Inf. Syst.},
  volume       = {46},
  number       = {3},
  pages        = {657--677},
  year         = {2016},
  url          = {https://doi.org/10.1007/s10115-015-0847-2},
  doi          = {10.1007/S10115-015-0847-2},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/kais/AraujoGPFBSPK16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/ShahBHAGMKF16,
  author       = {Neil Shah and
                  Alex Beutel and
                  Bryan Hooi and
                  Leman Akoglu and
                  Stephan G{\"{u}}nnemann and
                  Disha Makhija and
                  Mohit Kumar and
                  Christos Faloutsos},
  editor       = {Carlotta Domeniconi and
                  Francesco Gullo and
                  Francesco Bonchi and
                  Josep Domingo{-}Ferrer and
                  Ricardo Baeza{-}Yates and
                  Zhi{-}Hua Zhou and
                  Xindong Wu},
  title        = {EdgeCentric: Anomaly Detection in Edge-Attributed Networks},
  booktitle    = {{IEEE} International Conference on Data Mining Workshops, {ICDM} Workshops
                  2016, December 12-15, 2016, Barcelona, Spain},
  pages        = {327--334},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICDMW.2016.0053},
  doi          = {10.1109/ICDMW.2016.0053},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/ShahBHAGMKF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/MetzlerGM16,
  author       = {Saskia Metzler and
                  Stephan G{\"{u}}nnemann and
                  Pauli Miettinen},
  editor       = {Francesco Bonchi and
                  Josep Domingo{-}Ferrer and
                  Ricardo Baeza{-}Yates and
                  Zhi{-}Hua Zhou and
                  Xindong Wu},
  title        = {Hyperbolae are No Hyperbole: Modelling Communities That are Not Cliques},
  booktitle    = {{IEEE} 16th International Conference on Data Mining, {ICDM} 2016,
                  December 12-15, 2016, Barcelona, Spain},
  pages        = {330--339},
  publisher    = {{IEEE} Computer Society},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICDM.2016.0044},
  doi          = {10.1109/ICDM.2016.0044},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/MetzlerGM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/MukherjeeGW16,
  author       = {Subhabrata Mukherjee and
                  Stephan G{\"{u}}nnemann and
                  Gerhard Weikum},
  editor       = {Balaji Krishnapuram and
                  Mohak Shah and
                  Alexander J. Smola and
                  Charu C. Aggarwal and
                  Dou Shen and
                  Rajeev Rastogi},
  title        = {Continuous Experience-aware Language Model},
  booktitle    = {Proceedings of the 22nd {ACM} {SIGKDD} International Conference on
                  Knowledge Discovery and Data Mining, San Francisco, CA, USA, August
                  13-17, 2016},
  pages        = {1075--1084},
  publisher    = {{ACM}},
  year         = {2016},
  url          = {https://doi.org/10.1145/2939672.2939780},
  doi          = {10.1145/2939672.2939780},
  timestamp    = {Tue, 06 Nov 2018 16:59:37 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/MukherjeeGW16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/HooiSBGAKMF16,
  author       = {Bryan Hooi and
                  Neil Shah and
                  Alex Beutel and
                  Stephan G{\"{u}}nnemann and
                  Leman Akoglu and
                  Mohit Kumar and
                  Disha Makhija and
                  Christos Faloutsos},
  editor       = {Sanjay Chawla Venkatasubramanian and
                  Wagner Meira Jr.},
  title        = {{BIRDNEST:} Bayesian Inference for Ratings-Fraud Detection},
  booktitle    = {Proceedings of the 2016 {SIAM} International Conference on Data Mining,
                  Miami, Florida, USA, May 5-7, 2016},
  pages        = {495--503},
  publisher    = {{SIAM}},
  year         = {2016},
  url          = {https://doi.org/10.1137/1.9781611974348.56},
  doi          = {10.1137/1.9781611974348.56},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/sdm/HooiSBGAKMF16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MetzlerGM16,
  author       = {Saskia Metzler and
                  Stephan G{\"{u}}nnemann and
                  Pauli Miettinen},
  title        = {Hyperbolae Are No Hyperbole: Modelling Communities That Are Not Cliques},
  journal      = {CoRR},
  volume       = {abs/1602.04650},
  year         = {2016},
  url          = {http://arxiv.org/abs/1602.04650},
  eprinttype    = {arXiv},
  eprint       = {1602.04650},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MetzlerGM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ml/MullerAG0D15,
  author       = {Emmanuel M{\"{u}}ller and
                  Ira Assent and
                  Stephan G{\"{u}}nnemann and
                  Thomas Seidl and
                  Jennifer G. Dy},
  title        = {MultiClust special issue on discovering, summarizing and using multiple
                  clusterings},
  journal      = {Mach. Learn.},
  volume       = {98},
  number       = {1-2},
  pages        = {1--5},
  year         = {2015},
  url          = {https://doi.org/10.1007/s10994-014-5445-0},
  doi          = {10.1007/S10994-014-5445-0},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ml/MullerAG0D15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/GatterbauerGKF15,
  author       = {Wolfgang Gatterbauer and
                  Stephan G{\"{u}}nnemann and
                  Danai Koutra and
                  Christos Faloutsos},
  title        = {Linearized and Single-Pass Belief Propagation},
  journal      = {Proc. {VLDB} Endow.},
  volume       = {8},
  number       = {5},
  pages        = {581--592},
  year         = {2015},
  url          = {http://www.vldb.org/pvldb/vol8/p581-gatterbauer.pdf},
  doi          = {10.14778/2735479.2735490},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pvldb/GatterbauerGKF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/LeeZGS15,
  author       = {Jay Lee and
                  Manzil Zaheer and
                  Stephan G{\"{u}}nnemann and
                  Alexander J. Smola},
  editor       = {Guy Lebanon and
                  S. V. N. Vishwanathan},
  title        = {Preferential Attachment in Graphs with Affinities},
  booktitle    = {Proceedings of the Eighteenth International Conference on Artificial
                  Intelligence and Statistics, {AISTATS} 2015, San Diego, California,
                  USA, May 9-12, 2015},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {38},
  publisher    = {JMLR.org},
  year         = {2015},
  url          = {http://proceedings.mlr.press/v38/lee15b.html},
  timestamp    = {Wed, 29 May 2019 08:41:44 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/LeeZGS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KotterGBF15,
  author       = {Tobias K{\"{o}}tter and
                  Stephan G{\"{u}}nnemann and
                  Michael R. Berthold and
                  Christos Faloutsos},
  editor       = {Charu C. Aggarwal and
                  Zhi{-}Hua Zhou and
                  Alexander Tuzhilin and
                  Hui Xiong and
                  Xindong Wu},
  title        = {Automatic Taxonomy Extraction from Bipartite Graphs},
  booktitle    = {2015 {IEEE} International Conference on Data Mining, {ICDM} 2015,
                  Atlantic City, NJ, USA, November 14-17, 2015},
  pages        = {221--230},
  publisher    = {{IEEE} Computer Society},
  year         = {2015},
  url          = {https://doi.org/10.1109/ICDM.2015.24},
  doi          = {10.1109/ICDM.2015.24},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/KotterGBF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/ThenPHGK015,
  author       = {Manuel Then and
                  Linnea Passing and
                  Nina C. Hubig and
                  Stephan G{\"{u}}nnemann and
                  Alfons Kemper and
                  Thomas Neumann},
  editor       = {Ralph Bergmann and
                  Sebastian G{\"{o}}rg and
                  Gilbert M{\"{u}}ller},
  title        = {Effiziente Integration von Data- und Graph-Mining-Algorithmen in relationale
                  Datenbanksysteme},
  booktitle    = {Proceedings of the {LWA} 2015 Workshops: KDML, FGWM, IR, and FGDB,
                  Trier, Germany, October 7-9, 2015},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {1458},
  pages        = {45--49},
  publisher    = {CEUR-WS.org},
  year         = {2015},
  url          = {https://ceur-ws.org/Vol-1458/D06\_CRC47\_Then.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:37 +0100},
  biburl       = {https://dblp.org/rec/conf/lwa/ThenPHGK015.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/KotterGFB15,
  author       = {Tobias K{\"{o}}tter and
                  Stephan G{\"{u}}nnemann and
                  Christos Faloutsos and
                  Michael R. Berthold},
  editor       = {Aldo Gangemi and
                  Stefano Leonardi and
                  Alessandro Panconesi},
  title        = {Extracting Taxonomies from Bipartite Graphs},
  booktitle    = {Proceedings of the 24th International Conference on World Wide Web
                  Companion, {WWW} 2015, Florence, Italy, May 18-22, 2015 - Companion
                  Volume},
  pages        = {51--52},
  publisher    = {{ACM}},
  year         = {2015},
  url          = {https://doi.org/10.1145/2740908.2742753},
  doi          = {10.1145/2740908.2742753},
  timestamp    = {Tue, 27 Dec 2022 09:06:31 +0100},
  biburl       = {https://dblp.org/rec/conf/www/KotterGFB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ShahBHAGMKF15,
  author       = {Neil Shah and
                  Alex Beutel and
                  Bryan Hooi and
                  Leman Akoglu and
                  Stephan G{\"{u}}nnemann and
                  Disha Makhija and
                  Mohit Kumar and
                  Christos Faloutsos},
  title        = {EdgeCentric: Anomaly Detection in Edge-Attributed Networks},
  journal      = {CoRR},
  volume       = {abs/1510.05544},
  year         = {2015},
  url          = {http://arxiv.org/abs/1510.05544},
  eprinttype    = {arXiv},
  eprint       = {1510.05544},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/ShahBHAGMKF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/HooiSBGAKMF15,
  author       = {Bryan Hooi and
                  Neil Shah and
                  Alex Beutel and
                  Stephan G{\"{u}}nnemann and
                  Leman Akoglu and
                  Mohit Kumar and
                  Disha Makhija and
                  Christos Faloutsos},
  title        = {{BIRDNEST:} Bayesian Inference for Ratings-Fraud Detection},
  journal      = {CoRR},
  volume       = {abs/1511.06030},
  year         = {2015},
  url          = {http://arxiv.org/abs/1511.06030},
  eprinttype    = {arXiv},
  eprint       = {1511.06030},
  timestamp    = {Fri, 26 Feb 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/HooiSBGAKMF15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/GunnemannFBS14,
  author       = {Stephan G{\"{u}}nnemann and
                  Ines F{\"{a}}rber and
                  Brigitte Boden and
                  Thomas Seidl},
  title        = {GAMer: a synthesis of subspace clustering and dense subgraph mining},
  journal      = {Knowl. Inf. Syst.},
  volume       = {40},
  number       = {2},
  pages        = {243--278},
  year         = {2014},
  url          = {https://doi.org/10.1007/s10115-013-0640-z},
  doi          = {10.1007/S10115-013-0640-Z},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/kais/GunnemannFBS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/GunnemannFRS14,
  author       = {Stephan G{\"{u}}nnemann and
                  Ines F{\"{a}}rber and
                  Matthias Sebastian R{\"{u}}diger and
                  Thomas Seidl},
  editor       = {Sofus A. Macskassy and
                  Claudia Perlich and
                  Jure Leskovec and
                  Wei Wang and
                  Rayid Ghani},
  title        = {{SMVC:} semi-supervised multi-view clustering in subspace projections},
  booktitle    = {The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27,
                  2014},
  pages        = {253--262},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2623330.2623734},
  doi          = {10.1145/2623330.2623734},
  timestamp    = {Fri, 10 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/GunnemannFRS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/GunnemannGF14,
  author       = {Stephan G{\"{u}}nnemann and
                  Nikou G{\"{u}}nnemann and
                  Christos Faloutsos},
  editor       = {Sofus A. Macskassy and
                  Claudia Perlich and
                  Jure Leskovec and
                  Wei Wang and
                  Rayid Ghani},
  title        = {Detecting anomalies in dynamic rating data: a robust probabilistic
                  model for rating evolution},
  booktitle    = {The 20th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '14, New York, NY, {USA} - August 24 - 27,
                  2014},
  pages        = {841--850},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2623330.2623721},
  doi          = {10.1145/2623330.2623721},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/GunnemannGF14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/AraujoPGFBSPK14,
  author       = {Miguel Araujo and
                  Spiros Papadimitriou and
                  Stephan G{\"{u}}nnemann and
                  Christos Faloutsos and
                  Prithwish Basu and
                  Ananthram Swami and
                  Evangelos E. Papalexakis and
                  Danai Koutra},
  editor       = {Vincent S. Tseng and
                  Tu Bao Ho and
                  Zhi{-}Hua Zhou and
                  Arbee L. P. Chen and
                  Hung{-}Yu Kao},
  title        = {Com2: Fast Automatic Discovery of Temporal ('Comet') Communities},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 18th Pacific-Asia
                  Conference, {PAKDD} 2014, Tainan, Taiwan, May 13-16, 2014. Proceedings,
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8444},
  pages        = {271--283},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-06605-9\_23},
  doi          = {10.1007/978-3-319-06605-9\_23},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/AraujoPGFBSPK14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/KotterGBF14,
  author       = {Tobias K{\"{o}}tter and
                  Stephan G{\"{u}}nnemann and
                  Michael R. Berthold and
                  Christos Faloutsos},
  editor       = {Vincent S. Tseng and
                  Tu Bao Ho and
                  Zhi{-}Hua Zhou and
                  Arbee L. P. Chen and
                  Hung{-}Yu Kao},
  title        = {Fault-Tolerant Concept Detection in Information Networks},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 18th Pacific-Asia
                  Conference, {PAKDD} 2014, Tainan, Taiwan, May 13-16, 2014. Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8443},
  pages        = {410--421},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-319-06608-0\_34},
  doi          = {10.1007/978-3-319-06608-0\_34},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/KotterGBF14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/AraujoGMF14,
  author       = {Miguel Araujo and
                  Stephan G{\"{u}}nnemann and
                  Gonzalo Mateos and
                  Christos Faloutsos},
  editor       = {Toon Calders and
                  Floriana Esposito and
                  Eyke H{\"{u}}llermeier and
                  Rosa Meo},
  title        = {Beyond Blocks: Hyperbolic Community Detection},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2014, Nancy, France, September 15-19, 2014. Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {8724},
  pages        = {50--65},
  publisher    = {Springer},
  year         = {2014},
  url          = {https://doi.org/10.1007/978-3-662-44848-9\_4},
  doi          = {10.1007/978-3-662-44848-9\_4},
  timestamp    = {Thu, 31 Oct 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/pkdd/AraujoGMF14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/www/GunnemannGF14,
  author       = {Nikou G{\"{u}}nnemann and
                  Stephan G{\"{u}}nnemann and
                  Christos Faloutsos},
  editor       = {Chin{-}Wan Chung and
                  Andrei Z. Broder and
                  Kyuseok Shim and
                  Torsten Suel},
  title        = {Robust multivariate autoregression for anomaly detection in dynamic
                  product ratings},
  booktitle    = {23rd International World Wide Web Conference, {WWW} '14, Seoul, Republic
                  of Korea, April 7-11, 2014},
  pages        = {361--372},
  publisher    = {{ACM}},
  year         = {2014},
  url          = {https://doi.org/10.1145/2566486.2568008},
  doi          = {10.1145/2566486.2568008},
  timestamp    = {Sun, 02 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/www/GunnemannGF14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/GatterbauerGKF14,
  author       = {Wolfgang Gatterbauer and
                  Stephan G{\"{u}}nnemann and
                  Danai Koutra and
                  Christos Faloutsos},
  title        = {Linearized and Turbo Belief Propagation},
  journal      = {CoRR},
  volume       = {abs/1406.7288},
  year         = {2014},
  url          = {http://arxiv.org/abs/1406.7288},
  eprinttype    = {arXiv},
  eprint       = {1406.7288},
  timestamp    = {Thu, 14 Oct 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/GatterbauerGKF14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/GunnemannKHS14,
  author       = {Stephan G{\"{u}}nnemann and
                  Hardy Kremer and
                  Matthias Hannen and
                  Thomas Seidl},
  title        = {{KDD-SC:} Subspace Clustering Extensions for Knowledge Discovery Frameworks},
  journal      = {CoRR},
  volume       = {abs/1407.3850},
  year         = {2014},
  url          = {http://arxiv.org/abs/1407.3850},
  eprinttype    = {arXiv},
  eprint       = {1407.3850},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/GunnemannKHS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/btw/Gunnemann13,
  author       = {Stephan G{\"{u}}nnemann},
  editor       = {Volker Markl and
                  Gunter Saake and
                  Kai{-}Uwe Sattler and
                  Gregor Hackenbroich and
                  Bernhard Mitschang and
                  Theo H{\"{a}}rder and
                  Veit K{\"{o}}ppen},
  title        = {Subspace Clustering for Complex Data},
  booktitle    = {Datenbanksysteme f{\"{u}}r Business, Technologie und Web (BTW),
                  15. Fachtagung des GI-Fachbereichs "Datenbanken und Informationssysteme"
                  (DBIS), 11.-15.3.2013 in Magdeburg, Germany. Proceedings},
  series       = {{LNI}},
  volume       = {{P-214}},
  pages        = {343--362},
  publisher    = {{GI}},
  year         = {2013},
  url          = {https://dl.gi.de/handle/20.500.12116/17331},
  timestamp    = {Tue, 04 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/btw/Gunnemann13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/GunnemannF13,
  author       = {Stephan G{\"{u}}nnemann and
                  Christos Faloutsos},
  editor       = {Hui Xiong and
                  George Karypis and
                  Bhavani Thuraisingham and
                  Diane J. Cook and
                  Xindong Wu},
  title        = {Mixed Membership Subspace Clustering},
  booktitle    = {2013 {IEEE} 13th International Conference on Data Mining, Dallas,
                  TX, USA, December 7-10, 2013},
  pages        = {221--230},
  publisher    = {{IEEE} Computer Society},
  year         = {2013},
  url          = {https://doi.org/10.1109/ICDM.2013.109},
  doi          = {10.1109/ICDM.2013.109},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/GunnemannF13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/GunnemannFRS13,
  author       = {Stephan G{\"{u}}nnemann and
                  Ines F{\"{a}}rber and
                  Sebastian Raubach and
                  Thomas Seidl},
  editor       = {Hui Xiong and
                  George Karypis and
                  Bhavani Thuraisingham and
                  Diane J. Cook and
                  Xindong Wu},
  title        = {Spectral Subspace Clustering for Graphs with Feature Vectors},
  booktitle    = {2013 {IEEE} 13th International Conference on Data Mining, Dallas,
                  TX, USA, December 7-10, 2013},
  pages        = {231--240},
  publisher    = {{IEEE} Computer Society},
  year         = {2013},
  url          = {https://doi.org/10.1109/ICDM.2013.110},
  doi          = {10.1109/ICDM.2013.110},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/GunnemannFRS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KremerGHS13,
  author       = {Hardy Kremer and
                  Stephan G{\"{u}}nnemann and
                  Arne Held and
                  Thomas Seidl},
  editor       = {Wei Ding and
                  Takashi Washio and
                  Hui Xiong and
                  George Karypis and
                  Bhavani Thuraisingham and
                  Diane J. Cook and
                  Xindong Wu},
  title        = {An Evaluation Framework for Temporal Subspace Clustering Approaches},
  booktitle    = {13th {IEEE} International Conference on Data Mining Workshops, {ICDM}
                  Workshops, TX, USA, December 7-10, 2013},
  pages        = {1089--1092},
  publisher    = {{IEEE} Computer Society},
  year         = {2013},
  url          = {https://doi.org/10.1109/ICDMW.2013.24},
  doi          = {10.1109/ICDMW.2013.24},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/KremerGHS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/NguyenHGE13,
  author       = {Jennifer H. Nguyen and
                  Bo Hu and
                  Stephan G{\"{u}}nnemann and
                  Martin Ester},
  editor       = {Feida Zhu and
                  Qi He and
                  Rong Yan and
                  John Yen},
  title        = {Finding contexts of social influence in online social networks},
  booktitle    = {Proceedings of the 7th Workshop on Social Network Mining and Analysis,
                  {SNAKDD} 2013, Chicago, IL, USA, August 11, 2013},
  pages        = {1:1--1:9},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2501025.2501028},
  doi          = {10.1145/2501025.2501028},
  timestamp    = {Thu, 12 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/NguyenHGE13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/multiclust/LiGZ13,
  author       = {Geng Li and
                  Stephan G{\"{u}}nnemann and
                  Mohammed J. Zaki},
  editor       = {Ira Assent and
                  Carlotta Domeniconi and
                  Francesco Gullo and
                  Andrea Tagarelli and
                  Arthur Zimek},
  title        = {Stochastic subspace search for top-k multi-view clustering},
  booktitle    = {Proceedings of the 4th MultiClust Workshop on Multiple Clusterings,
                  Multi-view Data, and Multi-source Knowledge-driven Clustering, in
                  conjunction with {KDD} 2013, Chicago, IL, USA, August 11, 2013},
  pages        = {3},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2501006.2501010},
  doi          = {10.1145/2501006.2501010},
  timestamp    = {Wed, 02 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/multiclust/LiGZ13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/GunnemannBFS13,
  author       = {Stephan G{\"{u}}nnemann and
                  Brigitte Boden and
                  Ines F{\"{a}}rber and
                  Thomas Seidl},
  editor       = {Jian Pei and
                  Vincent S. Tseng and
                  Longbing Cao and
                  Hiroshi Motoda and
                  Guandong Xu},
  title        = {Efficient Mining of Combined Subspace and Subgraph Clusters in Graphs
                  with Feature Vectors},
  booktitle    = {Advances in Knowledge Discovery and Data Mining, 17th Pacific-Asia
                  Conference, {PAKDD} 2013, Gold Coast, Australia, April 14-17, 2013,
                  Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7818},
  pages        = {261--275},
  publisher    = {Springer},
  year         = {2013},
  url          = {https://doi.org/10.1007/978-3-642-37453-1\_22},
  doi          = {10.1007/978-3-642-37453-1\_22},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/GunnemannBFS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/BodenGHS13,
  author       = {Brigitte Boden and
                  Stephan G{\"{u}}nnemann and
                  Holger Hoffmann and
                  Thomas Seidl},
  editor       = {Alex Szalay and
                  Tamas Budavari and
                  Magdalena Balazinska and
                  Alexandra Meliou and
                  Ahmet Sacan},
  title        = {RMiCS: a robust approach for mining coherent subgraphs in edge-labeled
                  multi-layer graphs},
  booktitle    = {Conference on Scientific and Statistical Database Management, {SSDBM}
                  '13, Baltimore, MD, USA, July 29 - 31, 2013},
  pages        = {23:1--23:12},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2484838.2484860},
  doi          = {10.1145/2484838.2484860},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ssdbm/BodenGHS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/KremerGWS13,
  author       = {Hardy Kremer and
                  Stephan G{\"{u}}nnemann and
                  Simon Wollwage and
                  Thomas Seidl},
  editor       = {Alex Szalay and
                  Tamas Budavari and
                  Magdalena Balazinska and
                  Alexandra Meliou and
                  Ahmet Sacan},
  title        = {Nesting the earth mover's distance for effective cluster tracing},
  booktitle    = {Conference on Scientific and Statistical Database Management, {SSDBM}
                  '13, Baltimore, MD, USA, July 29 - 31, 2013},
  pages        = {34:1--34:4},
  publisher    = {{ACM}},
  year         = {2013},
  url          = {https://doi.org/10.1145/2484838.2484881},
  doi          = {10.1145/2484838.2484881},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ssdbm/KremerGWS13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Gunnemann12,
  author       = {Stephan G{\"{u}}nnemann},
  title        = {Subspace clustering for complex data},
  school       = {{RWTH} Aachen University},
  year         = {2012},
  url          = {http://darwin.bth.rwth-aachen.de/opus3/volltexte/2012/4103},
  urn          = {urn:nbn:de:hbz:82-opus-41038},
  timestamp    = {Sat, 17 Jul 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/phd/dnb/Gunnemann12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/GunnemannKLS12,
  author       = {Stephan G{\"{u}}nnemann and
                  Hardy Kremer and
                  Charlotte Laufk{\"{o}}tter and
                  Thomas Seidl},
  title        = {Tracing Evolving Subspace Clusters in Temporal Climate Data},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {24},
  number       = {2},
  pages        = {387--410},
  year         = {2012},
  url          = {https://doi.org/10.1007/s10618-011-0237-7},
  doi          = {10.1007/S10618-011-0237-7},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/datamine/GunnemannKLS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/datamine/GunnemannBS12,
  author       = {Stephan G{\"{u}}nnemann and
                  Brigitte Boden and
                  Thomas Seidl},
  title        = {Finding density-based subspace clusters in graphs with feature vectors},
  journal      = {Data Min. Knowl. Discov.},
  volume       = {25},
  number       = {2},
  pages        = {243--269},
  year         = {2012},
  url          = {https://doi.org/10.1007/s10618-012-0272-z},
  doi          = {10.1007/S10618-012-0272-Z},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/datamine/GunnemannBS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/BodenGS12,
  author       = {Brigitte Boden and
                  Stephan G{\"{u}}nnemann and
                  Thomas Seidl},
  editor       = {Xue{-}wen Chen and
                  Guy Lebanon and
                  Haixun Wang and
                  Mohammed J. Zaki},
  title        = {Tracing clusters in evolving graphs with node attributes},
  booktitle    = {21st {ACM} International Conference on Information and Knowledge Management,
                  CIKM'12, Maui, HI, USA, October 29 - November 02, 2012},
  pages        = {2331--2334},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2396761.2398633},
  doi          = {10.1145/2396761.2398633},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/BodenGS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icde/MullerGFS12,
  author       = {Emmanuel M{\"{u}}ller and
                  Stephan G{\"{u}}nnemann and
                  Ines F{\"{a}}rber and
                  Thomas Seidl},
  editor       = {Anastasios Kementsietsidis and
                  Marcos Antonio Vaz Salles},
  title        = {Discovering Multiple Clustering Solutions: Grouping Objects in Different
                  Views of the Data},
  booktitle    = {{IEEE} 28th International Conference on Data Engineering {(ICDE} 2012),
                  Washington, DC, {USA} (Arlington, Virginia), 1-5 April, 2012},
  pages        = {1207--1210},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://doi.org/10.1109/ICDE.2012.142},
  doi          = {10.1109/ICDE.2012.142},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icde/MullerGFS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/GunnemannDJE12,
  author       = {Stephan G{\"{u}}nnemann and
                  Phuong Dao and
                  Mohsen Jamali and
                  Martin Ester},
  editor       = {Mohammed Javeed Zaki and
                  Arno Siebes and
                  Jeffrey Xu Yu and
                  Bart Goethals and
                  Geoffrey I. Webb and
                  Xindong Wu},
  title        = {Assessing the Significance of Data Mining Results on Graphs with Feature
                  Vectors},
  booktitle    = {12th {IEEE} International Conference on Data Mining, {ICDM} 2012,
                  Brussels, Belgium, December 10-13, 2012},
  pages        = {270--279},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://doi.org/10.1109/ICDM.2012.70},
  doi          = {10.1109/ICDM.2012.70},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/GunnemannDJE12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KremerGHS12,
  author       = {Hardy Kremer and
                  Stephan G{\"{u}}nnemann and
                  Arne Held and
                  Thomas Seidl},
  editor       = {Mohammed Javeed Zaki and
                  Arno Siebes and
                  Jeffrey Xu Yu and
                  Bart Goethals and
                  Geoffrey I. Webb and
                  Xindong Wu},
  title        = {Effective and Robust Mining of Temporal Subspace Clusters},
  booktitle    = {12th {IEEE} International Conference on Data Mining, {ICDM} 2012,
                  Brussels, Belgium, December 10-13, 2012},
  pages        = {369--378},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://doi.org/10.1109/ICDM.2012.44},
  doi          = {10.1109/ICDM.2012.44},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/KremerGHS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/GunnemannKMHS12,
  author       = {Stephan G{\"{u}}nnemann and
                  Hardy Kremer and
                  Richard Musiol and
                  Roman Haag and
                  Thomas Seidl},
  editor       = {Jilles Vreeken and
                  Charles Ling and
                  Mohammed Javeed Zaki and
                  Arno Siebes and
                  Jeffrey Xu Yu and
                  Bart Goethals and
                  Geoffrey I. Webb and
                  Xindong Wu},
  title        = {A Subspace Clustering Extension for the {KNIME} Data Mining Framework},
  booktitle    = {12th {IEEE} International Conference on Data Mining Workshops, {ICDM}
                  Workshops, Brussels, Belgium, December 10, 2012},
  pages        = {886--889},
  publisher    = {{IEEE} Computer Society},
  year         = {2012},
  url          = {https://doi.org/10.1109/ICDMW.2012.31},
  doi          = {10.1109/ICDMW.2012.31},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/GunnemannKMHS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/GunnemannFS12,
  author       = {Stephan G{\"{u}}nnemann and
                  Ines F{\"{a}}rber and
                  Thomas Seidl},
  editor       = {Qiang Yang and
                  Deepak Agarwal and
                  Jian Pei},
  title        = {Multi-view clustering using mixture models in subspace projections},
  booktitle    = {The 18th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '12, Beijing, China, August 12-16, 2012},
  pages        = {132--140},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2339530.2339553},
  doi          = {10.1145/2339530.2339553},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/GunnemannFS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/GunnemannFVS12,
  author       = {Stephan G{\"{u}}nnemann and
                  Ines F{\"{a}}rber and
                  Kittipat Virochsiri and
                  Thomas Seidl},
  editor       = {Qiang Yang and
                  Deepak Agarwal and
                  Jian Pei},
  title        = {Subspace correlation clustering: finding locally correlated dimensions
                  in subspace projections of the data},
  booktitle    = {The 18th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '12, Beijing, China, August 12-16, 2012},
  pages        = {352--360},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2339530.2339588},
  doi          = {10.1145/2339530.2339588},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/GunnemannFVS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/BodenGHS12,
  author       = {Brigitte Boden and
                  Stephan G{\"{u}}nnemann and
                  Holger Hoffmann and
                  Thomas Seidl},
  editor       = {Qiang Yang and
                  Deepak Agarwal and
                  Jian Pei},
  title        = {Mining coherent subgraphs in multi-layer graphs with edge labels},
  booktitle    = {The 18th {ACM} {SIGKDD} International Conference on Knowledge Discovery
                  and Data Mining, {KDD} '12, Beijing, China, August 12-16, 2012},
  pages        = {1258--1266},
  publisher    = {{ACM}},
  year         = {2012},
  url          = {https://doi.org/10.1145/2339530.2339726},
  doi          = {10.1145/2339530.2339726},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/kdd/BodenGHS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/KremerGHS12,
  author       = {Hardy Kremer and
                  Stephan G{\"{u}}nnemann and
                  Arne Held and
                  Thomas Seidl},
  editor       = {Pang{-}Ning Tan and
                  Sanjay Chawla and
                  Chin Kuan Ho and
                  James Bailey},
  title        = {Mining of Temporal Coherent Subspace Clusters in Multivariate Time
                  Series Databases},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 16th Pacific-Asia
                  Conference, {PAKDD} 2012, Kuala Lumpur, Malaysia, May 29-June 1, 2012,
                  Proceedings, Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {7301},
  pages        = {444--455},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-30217-6\_37},
  doi          = {10.1007/978-3-642-30217-6\_37},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/KremerGHS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/GunnemannBS12,
  author       = {Stephan G{\"{u}}nnemann and
                  Brigitte Boden and
                  Thomas Seidl},
  editor       = {Anastasia Ailamaki and
                  Shawn Bowers},
  title        = {Substructure Clustering: {A} Novel Mining Paradigm for Arbitrary Data
                  Types},
  booktitle    = {Scientific and Statistical Database Management - 24th International
                  Conference, {SSDBM} 2012, Chania, Crete, Greece, June 25-27, 2012.
                  Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {7338},
  pages        = {280--297},
  publisher    = {Springer},
  year         = {2012},
  url          = {https://doi.org/10.1007/978-3-642-31235-9\_19},
  doi          = {10.1007/978-3-642-31235-9\_19},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ssdbm/GunnemannBS12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/btw/MullerAGGHJS09,
  author       = {Emmanuel M{\"{u}}ller and
                  Ira Assent and
                  Stephan G{\"{u}}nnemann and
                  Patrick Gerwert and
                  Matthias Hannen and
                  Timm Jansen and
                  Thomas Seidl},
  editor       = {Theo H{\"{a}}rder and
                  Wolfgang Lehner and
                  Bernhard Mitschang and
                  Harald Sch{\"{o}}ning and
                  Holger Schwarz},
  title        = {A Framework for Evaluation and Exploration of Clustering Algorithms
                  in Subspaces of High Dimensional Databases},
  booktitle    = {Datenbanksysteme f{\"{u}}r Business, Technologie und Web (BTW),
                  14. Fachtagung des GI-Fachbereichs "Datenbanken und Informationssysteme"
                  (DBIS), 2.-4.3.2011 in Kaiserslautern, Germany},
  series       = {{LNI}},
  volume       = {{P-180}},
  pages        = {347--366},
  publisher    = {{GI}},
  year         = {2011},
  url          = {https://dl.gi.de/handle/20.500.12116/19588},
  timestamp    = {Tue, 04 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/btw/MullerAGGHJS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/MullerAGS11,
  author       = {Emmanuel M{\"{u}}ller and
                  Ira Assent and
                  Stephan G{\"{u}}nnemann and
                  Thomas Seidl},
  editor       = {Craig Macdonald and
                  Iadh Ounis and
                  Ian Ruthven},
  title        = {Scalable density-based subspace clustering},
  booktitle    = {Proceedings of the 20th {ACM} Conference on Information and Knowledge
                  Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
  pages        = {1077--1086},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/2063576.2063733},
  doi          = {10.1145/2063576.2063733},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/MullerAGS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/GunnemannFMAS11,
  author       = {Stephan G{\"{u}}nnemann and
                  Ines F{\"{a}}rber and
                  Emmanuel M{\"{u}}ller and
                  Ira Assent and
                  Thomas Seidl},
  editor       = {Craig Macdonald and
                  Iadh Ounis and
                  Ian Ruthven},
  title        = {External evaluation measures for subspace clustering},
  booktitle    = {Proceedings of the 20th {ACM} Conference on Information and Knowledge
                  Management, {CIKM} 2011, Glasgow, United Kingdom, October 24-28, 2011},
  pages        = {1363--1372},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/2063576.2063774},
  doi          = {10.1145/2063576.2063774},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/GunnemannFMAS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edbt/GunnemannKLS11,
  author       = {Stephan G{\"{u}}nnemann and
                  Hardy Kremer and
                  Dominik Lenhard and
                  Thomas Seidl},
  editor       = {Anastasia Ailamaki and
                  Sihem Amer{-}Yahia and
                  Jignesh M. Patel and
                  Tore Risch and
                  Pierre Senellart and
                  Julia Stoyanovich},
  title        = {Subspace clustering for indexing high dimensional data: a main memory
                  index based on local reductions and individual multi-representations},
  booktitle    = {{EDBT} 2011, 14th International Conference on Extending Database Technology,
                  Uppsala, Sweden, March 21-24, 2011, Proceedings},
  pages        = {237--248},
  publisher    = {{ACM}},
  year         = {2011},
  url          = {https://doi.org/10.1145/1951365.1951395},
  doi          = {10.1145/1951365.1951395},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/edbt/GunnemannKLS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/GunnemannMRS11,
  author       = {Stephan G{\"{u}}nnemann and
                  Emmanuel M{\"{u}}ller and
                  Sebastian Raubach and
                  Thomas Seidl},
  editor       = {Diane J. Cook and
                  Jian Pei and
                  Wei Wang and
                  Osmar R. Za{\"{\i}}ane and
                  Xindong Wu},
  title        = {Flexible Fault Tolerant Subspace Clustering for Data with Missing
                  Values},
  booktitle    = {11th {IEEE} International Conference on Data Mining, {ICDM} 2011,
                  Vancouver, BC, Canada, December 11-14, 2011},
  pages        = {231--240},
  publisher    = {{IEEE} Computer Society},
  year         = {2011},
  url          = {https://doi.org/10.1109/ICDM.2011.70},
  doi          = {10.1109/ICDM.2011.70},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/GunnemannMRS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lwa/GunnemannB011,
  author       = {Stephan G{\"{u}}nnemann and
                  Brigitte Boden and
                  Thomas Seidl},
  editor       = {Myra Spiliopoulou and
                  Andreas N{\"{u}}rnberger and
                  Ren{\'{e}} Schult},
  title        = {Finding Density-Based Subspace Clusters in Graphs with Feature Vectors},
  booktitle    = {Report of the symposium "Lernen, Wissen, Adaptivit{\"{a}}t 2011"
                  of the {GI} special interest groups KDML, {IR} and WM, {LWA} 2011,
                  Magdeburg, 28.-30.September 2011},
  pages        = {20--27},
  publisher    = {Fakult{\"{a}}t f{\"{u}}r Informatik, Otto-von-Guericke-Universit{\"{a}}t
                  Magdeburg},
  year         = {2011},
  timestamp    = {Tue, 14 Feb 2023 10:59:16 +0100},
  biburl       = {https://dblp.org/rec/conf/lwa/GunnemannB011.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/GunnemannKLS11,
  author       = {Stephan G{\"{u}}nnemann and
                  Hardy Kremer and
                  Charlotte Laufk{\"{o}}tter and
                  Thomas Seidl},
  editor       = {Joshua Zhexue Huang and
                  Longbing Cao and
                  Jaideep Srivastava},
  title        = {Tracing Evolving Clusters by Subspace and Value Similarity},
  booktitle    = {Advances in Knowledge Discovery and Data Mining - 15th Pacific-Asia
                  Conference, {PAKDD} 2011, Shenzhen, China, May 24-27, 2011, Proceedings,
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6635},
  pages        = {444--456},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-20847-8\_37},
  doi          = {10.1007/978-3-642-20847-8\_37},
  timestamp    = {Tue, 14 May 2019 10:00:51 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/GunnemannKLS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/GunnemannBS11,
  author       = {Stephan G{\"{u}}nnemann and
                  Brigitte Boden and
                  Thomas Seidl},
  editor       = {Dimitrios Gunopulos and
                  Thomas Hofmann and
                  Donato Malerba and
                  Michalis Vazirgiannis},
  title        = {{DB-CSC:} {A} Density-Based Approach for Subspace Clustering in Graphs
                  with Feature Vectors},
  booktitle    = {Machine Learning and Knowledge Discovery in Databases - European Conference,
                  {ECML} {PKDD} 2011, Athens, Greece, September 5-9, 2011. Proceedings,
                  Part {I}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6911},
  pages        = {565--580},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-23780-5\_46},
  doi          = {10.1007/978-3-642-23780-5\_46},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/pkdd/GunnemannBS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/KremerGIAS11,
  author       = {Hardy Kremer and
                  Stephan G{\"{u}}nnemann and
                  Anca Maria Ivanescu and
                  Ira Assent and
                  Thomas Seidl},
  editor       = {Judith Bayard Cushing and
                  James C. French and
                  Shawn Bowers},
  title        = {Efficient Processing of Multiple {DTW} Queries in Time Series Databases},
  booktitle    = {Scientific and Statistical Database Management - 23rd International
                  Conference, {SSDBM} 2011, Portland, OR, USA, July 20-22, 2011. Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {6809},
  pages        = {150--167},
  publisher    = {Springer},
  year         = {2011},
  url          = {https://doi.org/10.1007/978-3-642-22351-8\_9},
  doi          = {10.1007/978-3-642-22351-8\_9},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/ssdbm/KremerGIAS11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/multiclust/2011,
  editor       = {Emmanuel M{\"{u}}ller and
                  Stephan G{\"{u}}nnemann and
                  Ira Assent and
                  Thomas Seidl},
  title        = {Proceedings of the 2nd MultiClust Workshop: Discovering, Summarizing
                  and Using Multiple Clusterings, Athens, Greece, September 5, 2011,
                  in conjunction with {ECML/PKDD} 2011},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {772},
  publisher    = {CEUR-WS.org},
  year         = {2011},
  url          = {https://ceur-ws.org/Vol-772},
  urn          = {urn:nbn:de:0074-772-4},
  timestamp    = {Fri, 10 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/multiclust/2011.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/GunnemannFKS10,
  author       = {Stephan G{\"{u}}nnemann and
                  Ines F{\"{a}}rber and
                  Hardy Kremer and
                  Thomas Seidl},
  title        = {CoDA: Interactive Cluster Based Concept Discovery},
  journal      = {Proc. {VLDB} Endow.},
  volume       = {3},
  number       = {2},
  pages        = {1633--1636},
  year         = {2010},
  url          = {http://www.vldb.org/pvldb/vldb2010/pvldb\_vol3/D30.pdf},
  doi          = {10.14778/1920841.1921058},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pvldb/GunnemannFKS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/edbt/AssentKGS10,
  author       = {Ira Assent and
                  Hardy Kremer and
                  Stephan G{\"{u}}nnemann and
                  Thomas Seidl},
  editor       = {Ioana Manolescu and
                  Stefano Spaccapietra and
                  Jens Teubner and
                  Masaru Kitsuregawa and
                  Alain L{\'{e}}ger and
                  Felix Naumann and
                  Anastasia Ailamaki and
                  Fatma {\"{O}}zcan},
  title        = {Pattern detector: fast detection of suspicious stream patterns for
                  immediate reaction},
  booktitle    = {{EDBT} 2010, 13th International Conference on Extending Database Technology,
                  Lausanne, Switzerland, March 22-26, 2010, Proceedings},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {426},
  pages        = {709--712},
  publisher    = {{ACM}},
  year         = {2010},
  url          = {https://doi.org/10.1145/1739041.1739133},
  doi          = {10.1145/1739041.1739133},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/edbt/AssentKGS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KremerGS10,
  author       = {Hardy Kremer and
                  Stephan G{\"{u}}nnemann and
                  Thomas Seidl},
  editor       = {Wei Fan and
                  Wynne Hsu and
                  Geoffrey I. Webb and
                  Bing Liu and
                  Chengqi Zhang and
                  Dimitrios Gunopulos and
                  Xindong Wu},
  title        = {Detecting Climate Change in Multivariate Time Series Data by Novel
                  Clustering and Cluster Tracing Techniques},
  booktitle    = {{ICDMW} 2010, The 10th {IEEE} International Conference on Data Mining
                  Workshops, Sydney, Australia, 13 December 2010},
  pages        = {96--97},
  publisher    = {{IEEE} Computer Society},
  year         = {2010},
  url          = {https://doi.org/10.1109/ICDMW.2010.39},
  doi          = {10.1109/ICDMW.2010.39},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/KremerGS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/GunnemannFBS10,
  author       = {Stephan G{\"{u}}nnemann and
                  Ines F{\"{a}}rber and
                  Brigitte Boden and
                  Thomas Seidl},
  editor       = {Geoffrey I. Webb and
                  Bing Liu and
                  Chengqi Zhang and
                  Dimitrios Gunopulos and
                  Xindong Wu},
  title        = {Subspace Clustering Meets Dense Subgraph Mining: {A} Synthesis of
                  Two Paradigms},
  booktitle    = {{ICDM} 2010, The 10th {IEEE} International Conference on Data Mining,
                  Sydney, Australia, 14-17 December 2010},
  pages        = {845--850},
  publisher    = {{IEEE} Computer Society},
  year         = {2010},
  url          = {https://doi.org/10.1109/ICDM.2010.95},
  doi          = {10.1109/ICDM.2010.95},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/GunnemannFBS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/MullerGFS10,
  author       = {Emmanuel M{\"{u}}ller and
                  Stephan G{\"{u}}nnemann and
                  Ines F{\"{a}}rber and
                  Thomas Seidl},
  editor       = {Geoffrey I. Webb and
                  Bing Liu and
                  Chengqi Zhang and
                  Dimitrios Gunopulos and
                  Xindong Wu},
  title        = {Discovering Multiple Clustering Solutions: Grouping Objects in Different
                  Views of the Data},
  booktitle    = {{ICDM} 2010, The 10th {IEEE} International Conference on Data Mining,
                  Sydney, Australia, 14-17 December 2010},
  pages        = {1220},
  publisher    = {{IEEE} Computer Society},
  year         = {2010},
  url          = {https://doi.org/10.1109/ICDM.2010.85},
  doi          = {10.1109/ICDM.2010.85},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/MullerGFS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/GunnemannKFS10,
  author       = {Stephan G{\"{u}}nnemann and
                  Hardy Kremer and
                  Ines F{\"{a}}rber and
                  Thomas Seidl},
  editor       = {Wei Fan and
                  Wynne Hsu and
                  Geoffrey I. Webb and
                  Bing Liu and
                  Chengqi Zhang and
                  Dimitrios Gunopulos and
                  Xindong Wu},
  title        = {MCExplorer: Interactive Exploration of Multiple (Subspace) Clustering
                  Solutions},
  booktitle    = {{ICDMW} 2010, The 10th {IEEE} International Conference on Data Mining
                  Workshops, Sydney, Australia, 13 December 2010},
  pages        = {1387--1390},
  publisher    = {{IEEE} Computer Society},
  year         = {2010},
  url          = {https://doi.org/10.1109/ICDMW.2010.29},
  doi          = {10.1109/ICDMW.2010.29},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/GunnemannKFS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/GunnemannS10,
  author       = {Stephan G{\"{u}}nnemann and
                  Thomas Seidl},
  editor       = {Mohammed Javeed Zaki and
                  Jeffrey Xu Yu and
                  Balaraman Ravindran and
                  Vikram Pudi},
  title        = {Subgraph Mining on Directed and Weighted Graphs},
  booktitle    = {Advances in Knowledge Discovery and Data Mining, 14th Pacific-Asia
                  Conference, {PAKDD} 2010, Hyderabad, India, June 21-24, 2010. Proceedings.
                  Part {II}},
  series       = {Lecture Notes in Computer Science},
  volume       = {6119},
  pages        = {133--146},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-13672-6\_14},
  doi          = {10.1007/978-3-642-13672-6\_14},
  timestamp    = {Tue, 14 May 2019 10:00:51 +0200},
  biburl       = {https://dblp.org/rec/conf/pakdd/GunnemannS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/GunnemannKS10,
  author       = {Stephan G{\"{u}}nnemann and
                  Hardy Kremer and
                  Thomas Seidl},
  title        = {Subspace Clustering for Uncertain Data},
  booktitle    = {Proceedings of the {SIAM} International Conference on Data Mining,
                  {SDM} 2010, April 29 - May 1, 2010, Columbus, Ohio, {USA}},
  pages        = {385--396},
  publisher    = {{SIAM}},
  year         = {2010},
  url          = {https://doi.org/10.1137/1.9781611972801.34},
  doi          = {10.1137/1.9781611972801.34},
  timestamp    = {Sun, 25 Oct 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/GunnemannKS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/KranenGFS10,
  author       = {Philipp Kranen and
                  Stephan G{\"{u}}nnemann and
                  Sergej Fries and
                  Thomas Seidl},
  editor       = {Michael Gertz and
                  Bertram Lud{\"{a}}scher},
  title        = {MC-Tree: Improving Bayesian Anytime Classification},
  booktitle    = {Scientific and Statistical Database Management, 22nd International
                  Conference, {SSDBM} 2010, Heidelberg, Germany, June 30 - July 2, 2010.
                  Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {6187},
  pages        = {252--269},
  publisher    = {Springer},
  year         = {2010},
  url          = {https://doi.org/10.1007/978-3-642-13818-8\_19},
  doi          = {10.1007/978-3-642-13818-8\_19},
  timestamp    = {Mon, 07 Dec 2020 17:16:27 +0100},
  biburl       = {https://dblp.org/rec/conf/ssdbm/KranenGFS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/MullerGAS09,
  author       = {Emmanuel M{\"{u}}ller and
                  Stephan G{\"{u}}nnemann and
                  Ira Assent and
                  Thomas Seidl},
  title        = {Evaluating Clustering in Subspace Projections of High Dimensional
                  Data},
  journal      = {Proc. {VLDB} Endow.},
  volume       = {2},
  number       = {1},
  pages        = {1270--1281},
  year         = {2009},
  url          = {http://www.vldb.org/pvldb/vol2/vldb09-600.pdf},
  doi          = {10.14778/1687627.1687770},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pvldb/MullerGAS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/btw/AssentGKS09,
  author       = {Ira Assent and
                  Stephan G{\"{u}}nnemann and
                  Hardy Kremer and
                  Thomas Seidl},
  editor       = {Johann Christoph Freytag and
                  Thomas Ruf and
                  Wolfgang Lehner and
                  Gottfried Vossen},
  title        = {High-Dimensional Indexing for Multimedia Features},
  booktitle    = {Datenbanksysteme in Business, Technologie und Web {(BTW} 2009), 13.
                  Fachtagung des GI-Fachbereichs "Datenbanken und Informationssysteme"
                  (DBIS), Proceedings, 2.-6. M{\"{a}}rz 2009, M{\"{u}}nster,
                  Germany},
  series       = {{LNI}},
  volume       = {{P-144}},
  pages        = {187--206},
  publisher    = {{GI}},
  year         = {2009},
  url          = {https://dl.gi.de/handle/20.500.12116/20444},
  timestamp    = {Tue, 04 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/btw/AssentGKS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/GunnemannMFS09,
  author       = {Stephan G{\"{u}}nnemann and
                  Emmanuel M{\"{u}}ller and
                  Ines F{\"{a}}rber and
                  Thomas Seidl},
  editor       = {David Wai{-}Lok Cheung and
                  Il{-}Yeol Song and
                  Wesley W. Chu and
                  Xiaohua Hu and
                  Jimmy Lin},
  title        = {Detection of orthogonal concepts in subspaces of high dimensional
                  data},
  booktitle    = {Proceedings of the 18th {ACM} Conference on Information and Knowledge
                  Management, {CIKM} 2009, Hong Kong, China, November 2-6, 2009},
  pages        = {1317--1326},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1645953.1646120},
  doi          = {10.1145/1645953.1646120},
  timestamp    = {Fri, 27 Aug 2021 11:13:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cikm/GunnemannMFS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/MullerAGKS09,
  author       = {Emmanuel M{\"{u}}ller and
                  Ira Assent and
                  Stephan G{\"{u}}nnemann and
                  Ralph Krieger and
                  Thomas Seidl},
  editor       = {Wei Wang and
                  Hillol Kargupta and
                  Sanjay Ranka and
                  Philip S. Yu and
                  Xindong Wu},
  title        = {Relevant Subspace Clustering: Mining the Most Interesting Non-redundant
                  Concepts in High Dimensional Data},
  booktitle    = {{ICDM} 2009, The Ninth {IEEE} International Conference on Data Mining,
                  Miami, Florida, USA, 6-9 December 2009},
  pages        = {377--386},
  publisher    = {{IEEE} Computer Society},
  year         = {2009},
  url          = {https://doi.org/10.1109/ICDM.2009.10},
  doi          = {10.1109/ICDM.2009.10},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icdm/MullerAGKS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sdm/MullerAKGS09,
  author       = {Emmanuel M{\"{u}}ller and
                  Ira Assent and
                  Ralph Krieger and
                  Stephan G{\"{u}}nnemann and
                  Thomas Seidl},
  title        = {DensEst: Density Estimation for Data Mining in High Dimensional Spaces},
  booktitle    = {Proceedings of the {SIAM} International Conference on Data Mining,
                  {SDM} 2009, April 30 - May 2, 2009, Sparks, Nevada, {USA}},
  pages        = {175--186},
  publisher    = {{SIAM}},
  year         = {2009},
  url          = {https://doi.org/10.1137/1.9781611972795.16},
  doi          = {10.1137/1.9781611972795.16},
  timestamp    = {Wed, 17 May 2017 14:24:53 +0200},
  biburl       = {https://dblp.org/rec/conf/sdm/MullerAKGS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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