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BibTeX records: Stephan Günnemann
@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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