BibTeX records: Julien Mairal

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@article{DBLP:journals/corr/abs-2401-12609,
  author       = {Behnood Rasti and
                  Alexandre Zouaoui and
                  Julien Mairal and
                  Jocelyn Chanussot},
  title        = {Fast Semi-supervised Unmixing using Non-convex Optimization},
  journal      = {CoRR},
  volume       = {abs/2401.12609},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2401.12609},
  doi          = {10.48550/ARXIV.2401.12609},
  eprinttype    = {arXiv},
  eprint       = {2401.12609},
  timestamp    = {Mon, 05 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2401-12609.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-11305,
  author       = {Juliette Marrie and
                  Michael Arbel and
                  Julien Mairal and
                  Diane Larlus},
  title        = {On Good Practices for Task-Specific Distillation of Large Pretrained
                  Models},
  journal      = {CoRR},
  volume       = {abs/2402.11305},
  year         = {2024},
  url          = {https://doi.org/10.48550/arXiv.2402.11305},
  doi          = {10.48550/ARXIV.2402.11305},
  eprinttype    = {arXiv},
  eprint       = {2402.11305},
  timestamp    = {Mon, 26 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2402-11305.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/lgrs/RastiZMC23,
  author       = {Behnood Rasti and
                  Alexandre Zouaoui and
                  Julien Mairal and
                  Jocelyn Chanussot},
  title        = {SUnAA: Sparse Unmixing Using Archetypal Analysis},
  journal      = {{IEEE} Geosci. Remote. Sens. Lett.},
  volume       = {20},
  pages        = {1--5},
  year         = {2023},
  url          = {https://doi.org/10.1109/LGRS.2023.3284221},
  doi          = {10.1109/LGRS.2023.3284221},
  timestamp    = {Fri, 07 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/lgrs/RastiZMC23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tip/ZouaouiMRCM23,
  author       = {Alexandre Zouaoui and
                  Gedeon Muhawenayo and
                  Behnood Rasti and
                  Jocelyn Chanussot and
                  Julien Mairal},
  title        = {Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing},
  journal      = {{IEEE} Trans. Image Process.},
  volume       = {32},
  pages        = {4649--4663},
  year         = {2023},
  url          = {https://doi.org/10.1109/TIP.2023.3301769},
  doi          = {10.1109/TIP.2023.3301769},
  timestamp    = {Thu, 31 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tip/ZouaouiMRCM23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/FiniAAAMN023,
  author       = {Enrico Fini and
                  Pietro Astolfi and
                  Karteek Alahari and
                  Xavier Alameda{-}Pineda and
                  Julien Mairal and
                  Moin Nabi and
                  Elisa Ricci},
  title        = {Semi-supervised learning made simple with self-supervised clustering},
  booktitle    = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
                  {CVPR} 2023, Vancouver, BC, Canada, June 17-24, 2023},
  pages        = {3187--3197},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/CVPR52729.2023.00311},
  doi          = {10.1109/CVPR52729.2023.00311},
  timestamp    = {Mon, 28 Aug 2023 16:14:07 +0200},
  biburl       = {https://dblp.org/rec/conf/cvpr/FiniAAAMN023.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/MarrieALM23,
  author       = {Juliette Marrie and
                  Michael Arbel and
                  Diane Larlus and
                  Julien Mairal},
  title        = {{SLACK:} Stable Learning of Augmentations with Cold-Start and {KL}
                  Regularization},
  booktitle    = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
                  {CVPR} 2023, Vancouver, BC, Canada, June 17-24, 2023},
  pages        = {24306--24314},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/CVPR52729.2023.02328},
  doi          = {10.1109/CVPR52729.2023.02328},
  timestamp    = {Tue, 29 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/cvpr/MarrieALM23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eusipco/FlasseurBMPLL23,
  author       = {Olivier Flasseur and
                  Th{\'{e}}o Bodrito and
                  Julien Mairal and
                  Jean Ponce and
                  Maud Langlois and
                  Anne{-}Marie Lagrange},
  title        = {Combining Multi-Spectral Data With Statistical and Deep-Learning Models
                  for Improved Exoplanet Detection in Direct Imaging at High Contrast},
  booktitle    = {31st European Signal Processing Conference, {EUSIPCO} 2023, Helsinki,
                  Finland, September 4-8, 2023},
  pages        = {1723--1727},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.23919/EUSIPCO58844.2023.10289870},
  doi          = {10.23919/EUSIPCO58844.2023.10289870},
  timestamp    = {Mon, 06 Nov 2023 12:35:15 +0100},
  biburl       = {https://dblp.org/rec/conf/eusipco/FlasseurBMPLL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ZenatiDMMG23,
  author       = {Houssam Zenati and
                  Eustache Diemert and
                  Matthieu Martin and
                  Julien Mairal and
                  Pierre Gaillard},
  editor       = {Andreas Krause and
                  Emma Brunskill and
                  Kyunghyun Cho and
                  Barbara Engelhardt and
                  Sivan Sabato and
                  Jonathan Scarlett},
  title        = {Sequential Counterfactual Risk Minimization},
  booktitle    = {International Conference on Machine Learning, {ICML} 2023, 23-29 July
                  2023, Honolulu, Hawaii, {USA}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {202},
  pages        = {40681--40706},
  publisher    = {{PMLR}},
  year         = {2023},
  url          = {https://proceedings.mlr.press/v202/zenati23a.html},
  timestamp    = {Mon, 28 Aug 2023 17:23:08 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/ZenatiDMMG23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icra/AlakuijalaDMPS23,
  author       = {Minttu Alakuijala and
                  Gabriel Dulac{-}Arnold and
                  Julien Mairal and
                  Jean Ponce and
                  Cordelia Schmid},
  title        = {Learning Reward Functions for Robotic Manipulation by Observing Humans},
  booktitle    = {{IEEE} International Conference on Robotics and Automation, {ICRA}
                  2023, London, UK, May 29 - June 2, 2023},
  pages        = {5006--5012},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/ICRA48891.2023.10161178},
  doi          = {10.1109/ICRA48891.2023.10161178},
  timestamp    = {Tue, 08 Aug 2023 10:24:29 +0200},
  biburl       = {https://dblp.org/rec/conf/icra/AlakuijalaDMPS23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/RastiZMC23,
  author       = {Behnood Rasti and
                  Alexandre Zouaoui and
                  Julien Mairal and
                  Jocelyn Chanussot},
  title        = {Hysupp: An Open-Source Hyperspectral Unmixing Python Package},
  booktitle    = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
                  2023, Pasadena, CA, USA, July 16-21, 2023},
  pages        = {1134--1137},
  publisher    = {{IEEE}},
  year         = {2023},
  url          = {https://doi.org/10.1109/IGARSS52108.2023.10282368},
  doi          = {10.1109/IGARSS52108.2023.10282368},
  timestamp    = {Tue, 07 Nov 2023 16:21:25 +0100},
  biburl       = {https://dblp.org/rec/conf/igarss/RastiZMC23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BeugnotMR23,
  author       = {Gaspard Beugnot and
                  Julien Mairal and
                  Alessandro Rudi},
  editor       = {Alice Oh and
                  Tristan Naumann and
                  Amir Globerson and
                  Kate Saenko and
                  Moritz Hardt and
                  Sergey Levine},
  title        = {GloptiNets: Scalable Non-Convex Optimization with Certificates},
  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/ad350eaaa93c8c3ab762cdc119d12889-Abstract-Conference.html},
  timestamp    = {Fri, 01 Mar 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/BeugnotMR23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-12120,
  author       = {Houssam Zenati and
                  Eustache Diemert and
                  Matthieu Martin and
                  Julien Mairal and
                  Pierre Gaillard},
  title        = {Sequential Counterfactual Risk Minimization},
  journal      = {CoRR},
  volume       = {abs/2302.12120},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2302.12120},
  doi          = {10.48550/ARXIV.2302.12120},
  eprinttype    = {arXiv},
  eprint       = {2302.12120},
  timestamp    = {Tue, 28 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2302-12120.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-07193,
  author       = {Maxime Oquab and
                  Timoth{\'{e}}e Darcet and
                  Th{\'{e}}o Moutakanni and
                  Huy Vo and
                  Marc Szafraniec and
                  Vasil Khalidov and
                  Pierre Fernandez and
                  Daniel Haziza and
                  Francisco Massa and
                  Alaaeldin El{-}Nouby and
                  Mahmoud Assran and
                  Nicolas Ballas and
                  Wojciech Galuba and
                  Russell Howes and
                  Po{-}Yao Huang and
                  Shang{-}Wen Li and
                  Ishan Misra and
                  Michael G. Rabbat and
                  Vasu Sharma and
                  Gabriel Synnaeve and
                  Hu Xu and
                  Herv{\'{e}} J{\'{e}}gou and
                  Julien Mairal and
                  Patrick Labatut and
                  Armand Joulin and
                  Piotr Bojanowski},
  title        = {DINOv2: Learning Robust Visual Features without Supervision},
  journal      = {CoRR},
  volume       = {abs/2304.07193},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.07193},
  doi          = {10.48550/ARXIV.2304.07193},
  eprinttype    = {arXiv},
  eprint       = {2304.07193},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-07193.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2304-10933,
  author       = {Romain Menegaux and
                  Emmanuel Jehanno and
                  Margot Selosse and
                  Julien Mairal},
  title        = {Self-Attention in Colors: Another Take on Encoding Graph Structure
                  in Transformers},
  journal      = {CoRR},
  volume       = {abs/2304.10933},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2304.10933},
  doi          = {10.48550/ARXIV.2304.10933},
  eprinttype    = {arXiv},
  eprint       = {2304.10933},
  timestamp    = {Tue, 02 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2304-10933.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-07483,
  author       = {Enrico Fini and
                  Pietro Astolfi and
                  Karteek Alahari and
                  Xavier Alameda{-}Pineda and
                  Julien Mairal and
                  Moin Nabi and
                  Elisa Ricci},
  title        = {Semi-supervised learning made simple with self-supervised clustering},
  journal      = {CoRR},
  volume       = {abs/2306.07483},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.07483},
  doi          = {10.48550/ARXIV.2306.07483},
  eprinttype    = {arXiv},
  eprint       = {2306.07483},
  timestamp    = {Sat, 17 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-07483.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-09998,
  author       = {Juliette Marrie and
                  Michael Arbel and
                  Diane Larlus and
                  Julien Mairal},
  title        = {{SLACK:} Stable Learning of Augmentations with Cold-start and {KL}
                  regularization},
  journal      = {CoRR},
  volume       = {abs/2306.09998},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.09998},
  doi          = {10.48550/ARXIV.2306.09998},
  eprinttype    = {arXiv},
  eprint       = {2306.09998},
  timestamp    = {Thu, 22 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-09998.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-12266,
  author       = {Olivier Flasseur and
                  Th{\'{e}}o Bodrito and
                  Julien Mairal and
                  Jean Ponce and
                  Maud Langlois and
                  Anne{-}Marie Lagrange},
  title        = {Combining multi-spectral data with statistical and deep-learning models
                  for improved exoplanet detection in direct imaging at high contrast},
  journal      = {CoRR},
  volume       = {abs/2306.12266},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.12266},
  doi          = {10.48550/ARXIV.2306.12266},
  eprinttype    = {arXiv},
  eprint       = {2306.12266},
  timestamp    = {Fri, 23 Jun 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-12266.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-14932,
  author       = {Gaspard Beugnot and
                  Julien Mairal and
                  Alessandro Rudi},
  title        = {GloptiNets: Scalable Non-Convex Optimization with Certificates},
  journal      = {CoRR},
  volume       = {abs/2306.14932},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2306.14932},
  doi          = {10.48550/ARXIV.2306.14932},
  eprinttype    = {arXiv},
  eprint       = {2306.14932},
  timestamp    = {Mon, 03 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2306-14932.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-04771,
  author       = {Behnood Rasti and
                  Alexandre Zouaoui and
                  Julien Mairal and
                  Jocelyn Chanussot},
  title        = {SUnAA: Sparse Unmixing using Archetypal Analysis},
  journal      = {CoRR},
  volume       = {abs/2308.04771},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.04771},
  doi          = {10.48550/ARXIV.2308.04771},
  eprinttype    = {arXiv},
  eprint       = {2308.04771},
  timestamp    = {Tue, 22 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-04771.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-09375,
  author       = {Behnood Rasti and
                  Alexandre Zouaoui and
                  Julien Mairal and
                  Jocelyn Chanussot},
  title        = {Image Processing and Machine Learning for Hyperspectral Unmixing:
                  An Overview and the HySUPP Python Package},
  journal      = {CoRR},
  volume       = {abs/2308.09375},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2308.09375},
  doi          = {10.48550/ARXIV.2308.09375},
  eprinttype    = {arXiv},
  eprint       = {2308.09375},
  timestamp    = {Fri, 25 Aug 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2308-09375.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2309-16588,
  author       = {Timoth{\'{e}}e Darcet and
                  Maxime Oquab and
                  Julien Mairal and
                  Piotr Bojanowski},
  title        = {Vision Transformers Need Registers},
  journal      = {CoRR},
  volume       = {abs/2309.16588},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2309.16588},
  doi          = {10.48550/ARXIV.2309.16588},
  eprinttype    = {arXiv},
  eprint       = {2309.16588},
  timestamp    = {Tue, 17 Oct 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2309-16588.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2311-17846,
  author       = {Alexandre Araujo and
                  Jean Ponce and
                  Julien Mairal},
  title        = {Towards Real-World Focus Stacking with Deep Learning},
  journal      = {CoRR},
  volume       = {abs/2311.17846},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2311.17846},
  doi          = {10.48550/ARXIV.2311.17846},
  eprinttype    = {arXiv},
  eprint       = {2311.17846},
  timestamp    = {Tue, 05 Dec 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2311-17846.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-05190,
  author       = {Bruno Lecouat and
                  Yann Dubois de Mont{-}Marin and
                  Th{\'{e}}o Bodrito and
                  Julien Mairal and
                  Jean Ponce},
  title        = {Fine Dense Alignment of Image Bursts through Camera Pose and Depth
                  Estimation},
  journal      = {CoRR},
  volume       = {abs/2312.05190},
  year         = {2023},
  url          = {https://doi.org/10.48550/arXiv.2312.05190},
  doi          = {10.48550/ARXIV.2312.05190},
  eprinttype    = {arXiv},
  eprint       = {2312.05190},
  timestamp    = {Wed, 03 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2312-05190.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tog/LecouatEPM22,
  author       = {Bruno Lecouat and
                  Thomas Eboli and
                  Jean Ponce and
                  Julien Mairal},
  title        = {High dynamic range and super-resolution from raw image bursts},
  journal      = {{ACM} Trans. Graph.},
  volume       = {41},
  number       = {4},
  pages        = {38:1--38:21},
  year         = {2022},
  url          = {https://doi.org/10.1145/3528223.3530180},
  doi          = {10.1145/3528223.3530180},
  timestamp    = {Fri, 12 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tog/LecouatEPM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/ZenatiBDMMG22,
  author       = {Houssam Zenati and
                  Alberto Bietti and
                  Eustache Diemert and
                  Julien Mairal and
                  Matthieu Martin and
                  Pierre Gaillard},
  editor       = {Gustau Camps{-}Valls and
                  Francisco J. R. Ruiz and
                  Isabel Valera},
  title        = {Efficient Kernelized {UCB} for Contextual Bandits},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2022, 28-30 March 2022, Virtual Event},
  series       = {Proceedings of Machine Learning Research},
  volume       = {151},
  pages        = {5689--5720},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v151/zenati22a.html},
  timestamp    = {Sat, 30 Sep 2023 09:34:08 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/ZenatiBDMMG22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/colt/BeugnotMR22,
  author       = {Gaspard Beugnot and
                  Julien Mairal and
                  Alessandro Rudi},
  editor       = {Po{-}Ling Loh and
                  Maxim Raginsky},
  title        = {On the Benefits of Large Learning Rates for Kernel Methods},
  booktitle    = {Conference on Learning Theory, 2-5 July 2022, London, {UK}},
  series       = {Proceedings of Machine Learning Research},
  volume       = {178},
  pages        = {254--282},
  publisher    = {{PMLR}},
  year         = {2022},
  url          = {https://proceedings.mlr.press/v178/beugnot22a.html},
  timestamp    = {Tue, 12 Jul 2022 17:36:51 +0200},
  biburl       = {https://dblp.org/rec/conf/colt/BeugnotMR22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/FiniCA0AM22,
  author       = {Enrico Fini and
                  Victor G. Turrisi da Costa and
                  Xavier Alameda{-}Pineda and
                  Elisa Ricci and
                  Karteek Alahari and
                  Julien Mairal},
  title        = {Self-Supervised Models are Continual Learners},
  booktitle    = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
                  {CVPR} 2022, New Orleans, LA, USA, June 18-24, 2022},
  pages        = {9611--9620},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/CVPR52688.2022.00940},
  doi          = {10.1109/CVPR52688.2022.00940},
  timestamp    = {Sun, 12 Nov 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cvpr/FiniCA0AM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ArbelM22,
  author       = {Michael Arbel and
                  Julien Mairal},
  title        = {Amortized Implicit Differentiation for Stochastic Bilevel Optimization},
  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=3PN4iyXBeF},
  timestamp    = {Sat, 20 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ArbelM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/ChorariaD0MC22,
  author       = {Moulik Choraria and
                  Leello Tadesse Dadi and
                  Grigorios Chrysos and
                  Julien Mairal and
                  Volkan Cevher},
  title        = {The Spectral Bias of Polynomial Neural 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=P7FLfMLTSEX},
  timestamp    = {Sat, 30 Sep 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/ChorariaD0MC22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/igarss/BrahamMCMZ22,
  author       = {Nassim Ait Ali Braham and
                  Lichao Mou and
                  Jocelyn Chanussot and
                  Julien Mairal and
                  Xiao Xiang Zhu},
  title        = {Self Supervised Learning for Few Shot Hyperspectral Image Classification},
  booktitle    = {{IEEE} International Geoscience and Remote Sensing Symposium, {IGARSS}
                  2022, Kuala Lumpur, Malaysia, July 17-22, 2022},
  pages        = {267--270},
  publisher    = {{IEEE}},
  year         = {2022},
  url          = {https://doi.org/10.1109/IGARSS46834.2022.9884494},
  doi          = {10.1109/IGARSS46834.2022.9884494},
  timestamp    = {Tue, 13 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/igarss/BrahamMCMZ22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ArbelM22,
  author       = {Michael Arbel and
                  Julien Mairal},
  editor       = {Sanmi Koyejo and
                  S. Mohamed and
                  A. Agarwal and
                  Danielle Belgrave and
                  K. Cho and
                  A. Oh},
  title        = {Non-Convex Bilevel Games with Critical Point Selection Maps},
  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/349a45f211fb1b3850da1ccd829e869e-Abstract-Conference.html},
  timestamp    = {Mon, 08 Jan 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ArbelM22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-05638,
  author       = {Houssam Zenati and
                  Alberto Bietti and
                  Eustache Diemert and
                  Julien Mairal and
                  Matthieu Martin and
                  Pierre Gaillard},
  title        = {Efficient Kernel {UCB} for Contextual Bandits},
  journal      = {CoRR},
  volume       = {abs/2202.05638},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.05638},
  eprinttype    = {arXiv},
  eprint       = {2202.05638},
  timestamp    = {Fri, 18 Feb 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-05638.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-13473,
  author       = {Moulik Choraria and
                  Leello Tadesse Dadi and
                  Grigorios Chrysos and
                  Julien Mairal and
                  Volkan Cevher},
  title        = {The Spectral Bias of Polynomial Neural Networks},
  journal      = {CoRR},
  volume       = {abs/2202.13473},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.13473},
  eprinttype    = {arXiv},
  eprint       = {2202.13473},
  timestamp    = {Wed, 02 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-13473.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2202-13733,
  author       = {Gaspard Beugnot and
                  Julien Mairal and
                  Alessandro Rudi},
  title        = {On the Benefits of Large Learning Rates for Kernel Methods},
  journal      = {CoRR},
  volume       = {abs/2202.13733},
  year         = {2022},
  url          = {https://arxiv.org/abs/2202.13733},
  eprinttype    = {arXiv},
  eprint       = {2202.13733},
  timestamp    = {Thu, 03 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2202-13733.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-12117,
  author       = {Nassim Ait Ali Braham and
                  Lichao Mou and
                  Jocelyn Chanussot and
                  Julien Mairal and
                  Xiao Xiang Zhu},
  title        = {Self Supervised Learning for Few Shot Hyperspectral Image Classification},
  journal      = {CoRR},
  volume       = {abs/2206.12117},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2206.12117},
  doi          = {10.48550/ARXIV.2206.12117},
  eprinttype    = {arXiv},
  eprint       = {2206.12117},
  timestamp    = {Tue, 13 Feb 2024 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2206-12117.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2207-14671,
  author       = {Bruno Lecouat and
                  Thomas Eboli and
                  Jean Ponce and
                  Julien Mairal},
  title        = {High Dynamic Range and Super-Resolution from Raw Image Bursts},
  journal      = {CoRR},
  volume       = {abs/2207.14671},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2207.14671},
  doi          = {10.48550/ARXIV.2207.14671},
  eprinttype    = {arXiv},
  eprint       = {2207.14671},
  timestamp    = {Tue, 02 Aug 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2207-14671.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-11002,
  author       = {Alexandre Zouaoui and
                  Gedeon Muhawenayo and
                  Behnood Rasti and
                  Jocelyn Chanussot and
                  Julien Mairal},
  title        = {Entropic Descent Archetypal Analysis for Blind Hyperspectral Unmixing},
  journal      = {CoRR},
  volume       = {abs/2209.11002},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2209.11002},
  doi          = {10.48550/ARXIV.2209.11002},
  eprinttype    = {arXiv},
  eprint       = {2209.11002},
  timestamp    = {Thu, 29 Sep 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2209-11002.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2211-09019,
  author       = {Minttu Alakuijala and
                  Gabriel Dulac{-}Arnold and
                  Julien Mairal and
                  Jean Ponce and
                  Cordelia Schmid},
  title        = {Learning Reward Functions for Robotic Manipulation by Observing Humans},
  journal      = {CoRR},
  volume       = {abs/2211.09019},
  year         = {2022},
  url          = {https://doi.org/10.48550/arXiv.2211.09019},
  doi          = {10.48550/ARXIV.2211.09019},
  eprinttype    = {arXiv},
  eprint       = {2211.09019},
  timestamp    = {Wed, 23 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2211-09019.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/DvornikMS21,
  author       = {Nikita Dvornik and
                  Julien Mairal and
                  Cordelia Schmid},
  title        = {On the Importance of Visual Context for Data Augmentation in Scene
                  Understanding},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {43},
  number       = {6},
  pages        = {2014--2028},
  year         = {2021},
  url          = {https://doi.org/10.1109/TPAMI.2019.2961896},
  doi          = {10.1109/TPAMI.2019.2961896},
  timestamp    = {Tue, 01 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pami/DvornikMS21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/MenschMTV21,
  author       = {Arthur Mensch and
                  Julien Mairal and
                  Bertrand Thirion and
                  Ga{\"{e}}l Varoquaux},
  title        = {Extracting representations of cognition across neuroimaging studies
                  improves brain decoding},
  journal      = {PLoS Comput. Biol.},
  volume       = {17},
  number       = {5},
  year         = {2021},
  url          = {https://doi.org/10.1371/journal.pcbi.1008795},
  doi          = {10.1371/JOURNAL.PCBI.1008795},
  timestamp    = {Sat, 09 Apr 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ploscb/MenschMTV21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/LecouatPM21,
  author       = {Bruno Lecouat and
                  Jean Ponce and
                  Julien Mairal},
  title        = {Lucas-Kanade Reloaded: End-to-End Super-Resolution from Raw Image
                  Bursts},
  booktitle    = {2021 {IEEE/CVF} International Conference on Computer Vision, {ICCV}
                  2021, Montreal, QC, Canada, October 10-17, 2021},
  pages        = {2350--2359},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/ICCV48922.2021.00237},
  doi          = {10.1109/ICCV48922.2021.00237},
  timestamp    = {Fri, 11 Mar 2022 10:01:27 +0100},
  biburl       = {https://dblp.org/rec/conf/iccv/LecouatPM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/CaronTMJMBJ21,
  author       = {Mathilde Caron and
                  Hugo Touvron and
                  Ishan Misra and
                  Herv{\'{e}} J{\'{e}}gou and
                  Julien Mairal and
                  Piotr Bojanowski and
                  Armand Joulin},
  title        = {Emerging Properties in Self-Supervised Vision Transformers},
  booktitle    = {2021 {IEEE/CVF} International Conference on Computer Vision, {ICCV}
                  2021, Montreal, QC, Canada, October 10-17, 2021},
  pages        = {9630--9640},
  publisher    = {{IEEE}},
  year         = {2021},
  url          = {https://doi.org/10.1109/ICCV48922.2021.00951},
  doi          = {10.1109/ICCV48922.2021.00951},
  timestamp    = {Fri, 11 Mar 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iccv/CaronTMJMBJ21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/MialonCdM21,
  author       = {Gr{\'{e}}goire Mialon and
                  Dexiong Chen and
                  Alexandre d'Aspremont and
                  Julien Mairal},
  title        = {A Trainable Optimal Transport Embedding for Feature Aggregation and
                  its Relationship to Attention},
  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=ZK6vTvb84s},
  timestamp    = {Wed, 23 Jun 2021 17:36:39 +0200},
  biburl       = {https://dblp.org/rec/conf/iclr/MialonCdM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BodritoZCM21,
  author       = {Th{\'{e}}o Bodrito and
                  Alexandre Zouaoui and
                  Jocelyn Chanussot and
                  Julien Mairal},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral
                  Image Restoration},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {5430--5442},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/2b515e2bdd63b7f034269ad747c93a42-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/BodritoZCM21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BeugnotMR21,
  author       = {Gaspard Beugnot and
                  Julien Mairal and
                  Alessandro Rudi},
  editor       = {Marc'Aurelio Ranzato and
                  Alina Beygelzimer and
                  Yann N. Dauphin and
                  Percy Liang and
                  Jennifer Wortman Vaughan},
  title        = {Beyond Tikhonov: faster learning with self-concordant losses, via
                  iterative regularization},
  booktitle    = {Advances in Neural Information Processing Systems 34: Annual Conference
                  on Neural Information Processing Systems 2021, NeurIPS 2021, December
                  6-14, 2021, virtual},
  pages        = {28196--28207},
  year         = {2021},
  url          = {https://proceedings.neurips.cc/paper/2021/hash/eda80a3d5b344bc40f3bc04f65b7a357-Abstract.html},
  timestamp    = {Tue, 03 May 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/BeugnotMR21.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-06191,
  author       = {Bruno Lecouat and
                  Jean Ponce and
                  Julien Mairal},
  title        = {Aliasing is your Ally: End-to-End Super-Resolution from Raw Image
                  Bursts},
  journal      = {CoRR},
  volume       = {abs/2104.06191},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.06191},
  eprinttype    = {arXiv},
  eprint       = {2104.06191},
  timestamp    = {Mon, 19 Apr 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-06191.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-14294,
  author       = {Mathilde Caron and
                  Hugo Touvron and
                  Ishan Misra and
                  Herv{\'{e}} J{\'{e}}gou and
                  Julien Mairal and
                  Piotr Bojanowski and
                  Armand Joulin},
  title        = {Emerging Properties in Self-Supervised Vision Transformers},
  journal      = {CoRR},
  volume       = {abs/2104.14294},
  year         = {2021},
  url          = {https://arxiv.org/abs/2104.14294},
  eprinttype    = {arXiv},
  eprint       = {2104.14294},
  timestamp    = {Tue, 04 May 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2104-14294.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-03839,
  author       = {Goutam Bhat and
                  Martin Danelljan and
                  Radu Timofte and
                  Kazutoshi Akita and
                  Wooyeong Cho and
                  Haoqiang Fan and
                  Lanpeng Jia and
                  Daeshik Kim and
                  Bruno Lecouat and
                  Youwei Li and
                  Shuaicheng Liu and
                  Ziluan Liu and
                  Ziwei Luo and
                  Takahiro Maeda and
                  Julien Mairal and
                  Christian Micheloni and
                  Xuan Mo and
                  Takeru Oba and
                  Pavel Ostyakov and
                  Jean Ponce and
                  Sanghyeok Son and
                  Jian Sun and
                  Norimichi Ukita and
                  Rao Muhammad Umer and
                  Youliang Yan and
                  Lei Yu and
                  Magauiya Zhussip and
                  Xueyi Zou},
  title        = {{NTIRE} 2021 Challenge on Burst Super-Resolution: Methods and Results},
  journal      = {CoRR},
  volume       = {abs/2106.03839},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.03839},
  eprinttype    = {arXiv},
  eprint       = {2106.03839},
  timestamp    = {Tue, 08 Nov 2022 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-03839.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-05667,
  author       = {Gr{\'{e}}goire Mialon and
                  Dexiong Chen and
                  Margot Selosse and
                  Julien Mairal},
  title        = {GraphiT: Encoding Graph Structure in Transformers},
  journal      = {CoRR},
  volume       = {abs/2106.05667},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.05667},
  eprinttype    = {arXiv},
  eprint       = {2106.05667},
  timestamp    = {Tue, 15 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-05667.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-08050,
  author       = {Minttu Alakuijala and
                  Gabriel Dulac{-}Arnold and
                  Julien Mairal and
                  Jean Ponce and
                  Cordelia Schmid},
  title        = {Residual Reinforcement Learning from Demonstrations},
  journal      = {CoRR},
  volume       = {abs/2106.08050},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.08050},
  eprinttype    = {arXiv},
  eprint       = {2106.08050},
  timestamp    = {Tue, 29 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-08050.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2106-08855,
  author       = {Gaspard Beugnot and
                  Julien Mairal and
                  Alessandro Rudi},
  title        = {Beyond Tikhonov: Faster Learning with Self-Concordant Losses via Iterative
                  Regularization},
  journal      = {CoRR},
  volume       = {abs/2106.08855},
  year         = {2021},
  url          = {https://arxiv.org/abs/2106.08855},
  eprinttype    = {arXiv},
  eprint       = {2106.08855},
  timestamp    = {Tue, 29 Jun 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2106-08855.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-09708,
  author       = {Th{\'{e}}o Bodrito and
                  Alexandre Zouaoui and
                  Jocelyn Chanussot and
                  Julien Mairal},
  title        = {A Trainable Spectral-Spatial Sparse Coding Model for Hyperspectral
                  Image Restoration},
  journal      = {CoRR},
  volume       = {abs/2111.09708},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.09708},
  eprinttype    = {arXiv},
  eprint       = {2111.09708},
  timestamp    = {Mon, 22 Nov 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-09708.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-14580,
  author       = {Michael Arbel and
                  Julien Mairal},
  title        = {Amortized Implicit Differentiation for Stochastic Bilevel Optimization},
  journal      = {CoRR},
  volume       = {abs/2111.14580},
  year         = {2021},
  url          = {https://arxiv.org/abs/2111.14580},
  eprinttype    = {arXiv},
  eprint       = {2111.14580},
  timestamp    = {Thu, 02 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2111-14580.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2112-04215,
  author       = {Enrico Fini and
                  Victor G. Turrisi da Costa and
                  Xavier Alameda{-}Pineda and
                  Elisa Ricci and
                  Karteek Alahari and
                  Julien Mairal},
  title        = {Self-Supervised Models are Continual Learners},
  journal      = {CoRR},
  volume       = {abs/2112.04215},
  year         = {2021},
  url          = {https://arxiv.org/abs/2112.04215},
  eprinttype    = {arXiv},
  eprint       = {2112.04215},
  timestamp    = {Mon, 13 Dec 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2112-04215.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/KulunchakovM20,
  author       = {Andrei Kulunchakov and
                  Julien Mairal},
  title        = {Estimate Sequences for Stochastic Composite Optimization: Variance
                  Reduction, Acceleration, and Robustness to Noise},
  journal      = {J. Mach. Learn. Res.},
  volume       = {21},
  pages        = {155:1--155:52},
  year         = {2020},
  url          = {http://jmlr.org/papers/v21/19-073.html},
  timestamp    = {Wed, 18 Nov 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/jmlr/KulunchakovM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/MialonMd20,
  author       = {Gr{\'{e}}goire Mialon and
                  Julien Mairal and
                  Alexandre d'Aspremont},
  editor       = {Silvia Chiappa and
                  Roberto Calandra},
  title        = {Screening Data Points in Empirical Risk Minimization via Ellipsoidal
                  Regions and Safe Loss Functions},
  booktitle    = {The 23rd International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2020, 26-28 August 2020, Online [Palermo, Sicily, Italy]},
  series       = {Proceedings of Machine Learning Research},
  volume       = {108},
  pages        = {3610--3620},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v108/mialon20a.html},
  timestamp    = {Mon, 29 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/MialonMd20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/LecouatPM20,
  author       = {Bruno Lecouat and
                  Jean Ponce and
                  Julien Mairal},
  editor       = {Andrea Vedaldi and
                  Horst Bischof and
                  Thomas Brox and
                  Jan{-}Michael Frahm},
  title        = {Fully Trainable and Interpretable Non-local Sparse Models for Image
                  Restoration},
  booktitle    = {Computer Vision - {ECCV} 2020 - 16th European Conference, Glasgow,
                  UK, August 23-28, 2020, Proceedings, Part {XXII}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12367},
  pages        = {238--254},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-58542-6\_15},
  doi          = {10.1007/978-3-030-58542-6\_15},
  timestamp    = {Tue, 17 Nov 2020 16:51:25 +0100},
  biburl       = {https://dblp.org/rec/conf/eccv/LecouatPM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/DvornikSM20,
  author       = {Nikita Dvornik and
                  Cordelia Schmid and
                  Julien Mairal},
  editor       = {Andrea Vedaldi and
                  Horst Bischof and
                  Thomas Brox and
                  Jan{-}Michael Frahm},
  title        = {Selecting Relevant Features from a Multi-domain Representation for
                  Few-Shot Classification},
  booktitle    = {Computer Vision - {ECCV} 2020 - 16th European Conference, Glasgow,
                  UK, August 23-28, 2020, Proceedings, Part {X}},
  series       = {Lecture Notes in Computer Science},
  volume       = {12355},
  pages        = {769--786},
  publisher    = {Springer},
  year         = {2020},
  url          = {https://doi.org/10.1007/978-3-030-58607-2\_45},
  doi          = {10.1007/978-3-030-58607-2\_45},
  timestamp    = {Tue, 10 Nov 2020 13:54:48 +0100},
  biburl       = {https://dblp.org/rec/conf/eccv/DvornikSM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/ChenJM20,
  author       = {Dexiong Chen and
                  Laurent Jacob and
                  Julien Mairal},
  title        = {Convolutional Kernel Networks for Graph-Structured Data},
  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        = {1576--1586},
  publisher    = {{PMLR}},
  year         = {2020},
  url          = {http://proceedings.mlr.press/v119/chen20h.html},
  timestamp    = {Tue, 15 Dec 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/ChenJM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/CaronMMGBJ20,
  author       = {Mathilde Caron and
                  Ishan Misra and
                  Julien Mairal and
                  Priya Goyal and
                  Piotr Bojanowski and
                  Armand Joulin},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {Unsupervised Learning of Visual Features by Contrasting Cluster Assignments},
  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/70feb62b69f16e0238f741fab228fec2-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/CaronMMGBJ20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LecouatPM20,
  author       = {Bruno Lecouat and
                  Jean Ponce and
                  Julien Mairal},
  editor       = {Hugo Larochelle and
                  Marc'Aurelio Ranzato and
                  Raia Hadsell and
                  Maria{-}Florina Balcan and
                  Hsuan{-}Tien Lin},
  title        = {A Flexible Framework for Designing Trainable Priors with Adaptive
                  Smoothing and Game Encoding},
  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/b4edda67f0f57e218a8e766927e3e5c5-Abstract.html},
  timestamp    = {Tue, 19 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/LecouatPM20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-03554,
  author       = {Mathilde Caron and
                  Ari Morcos and
                  Piotr Bojanowski and
                  Julien Mairal and
                  Armand Joulin},
  title        = {Pruning Convolutional Neural Networks with Self-Supervision},
  journal      = {CoRR},
  volume       = {abs/2001.03554},
  year         = {2020},
  url          = {https://arxiv.org/abs/2001.03554},
  eprinttype    = {arXiv},
  eprint       = {2001.03554},
  timestamp    = {Fri, 17 Jan 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2001-03554.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-05189,
  author       = {Dexiong Chen and
                  Laurent Jacob and
                  Julien Mairal},
  title        = {Convolutional Kernel Networks for Graph-Structured Data},
  journal      = {CoRR},
  volume       = {abs/2003.05189},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.05189},
  eprinttype    = {arXiv},
  eprint       = {2003.05189},
  timestamp    = {Tue, 17 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-05189.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2003-09338,
  author       = {Nikita Dvornik and
                  Cordelia Schmid and
                  Julien Mairal},
  title        = {Selecting Relevant Features from a Universal Representation for Few-shot
                  Classification},
  journal      = {CoRR},
  volume       = {abs/2003.09338},
  year         = {2020},
  url          = {https://arxiv.org/abs/2003.09338},
  eprinttype    = {arXiv},
  eprint       = {2003.09338},
  timestamp    = {Tue, 24 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2003-09338.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2004-11722,
  author       = {Houssam Zenati and
                  Alberto Bietti and
                  Matthieu Martin and
                  Eustache Diemert and
                  Julien Mairal},
  title        = {Optimization Approaches for Counterfactual Risk Minimization with
                  Continuous Actions},
  journal      = {CoRR},
  volume       = {abs/2004.11722},
  year         = {2020},
  url          = {https://arxiv.org/abs/2004.11722},
  eprinttype    = {arXiv},
  eprint       = {2004.11722},
  timestamp    = {Wed, 29 Apr 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2004-11722.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-09882,
  author       = {Mathilde Caron and
                  Ishan Misra and
                  Julien Mairal and
                  Priya Goyal and
                  Piotr Bojanowski and
                  Armand Joulin},
  title        = {Unsupervised Learning of Visual Features by Contrasting Cluster Assignments},
  journal      = {CoRR},
  volume       = {abs/2006.09882},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.09882},
  eprinttype    = {arXiv},
  eprint       = {2006.09882},
  timestamp    = {Tue, 23 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-09882.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-12065,
  author       = {Gr{\'{e}}goire Mialon and
                  Dexiong Chen and
                  Alexandre d'Aspremont and
                  Julien Mairal},
  title        = {An Optimal Transport Kernel for Feature Aggregation and its Relationship
                  to Attention},
  journal      = {CoRR},
  volume       = {abs/2006.12065},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.12065},
  eprinttype    = {arXiv},
  eprint       = {2006.12065},
  timestamp    = {Tue, 23 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-12065.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2006-14859,
  author       = {Bruno Lecouat and
                  Jean Ponce and
                  Julien Mairal},
  title        = {Designing and Learning Trainable Priors with Non-Cooperative Games},
  journal      = {CoRR},
  volume       = {abs/2006.14859},
  year         = {2020},
  url          = {https://arxiv.org/abs/2006.14859},
  eprinttype    = {arXiv},
  eprint       = {2006.14859},
  timestamp    = {Wed, 01 Jul 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-2006-14859.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/ChenJM19,
  author       = {Dexiong Chen and
                  Laurent Jacob and
                  Julien Mairal},
  title        = {Biological sequence modeling with convolutional kernel networks},
  journal      = {Bioinform.},
  volume       = {35},
  number       = {18},
  pages        = {3294--3302},
  year         = {2019},
  url          = {https://doi.org/10.1093/bioinformatics/btz094},
  doi          = {10.1093/BIOINFORMATICS/BTZ094},
  timestamp    = {Sat, 30 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/ChenJM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BiettiM19,
  author       = {Alberto Bietti and
                  Julien Mairal},
  title        = {Group Invariance, Stability to Deformations, and Complexity of Deep
                  Convolutional Representations},
  journal      = {J. Mach. Learn. Res.},
  volume       = {20},
  pages        = {25:1--25:49},
  year         = {2019},
  url          = {http://jmlr.org/papers/v20/18-190.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/BiettiM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamjo/LinMH19,
  author       = {Hongzhou Lin and
                  Julien Mairal and
                  Za{\"{\i}}d Harchaoui},
  title        = {An Inexact Variable Metric Proximal Point Algorithm for Generic Quasi-Newton
                  Acceleration},
  journal      = {{SIAM} J. Optim.},
  volume       = {29},
  number       = {2},
  pages        = {1408--1443},
  year         = {2019},
  url          = {https://doi.org/10.1137/17M1125157},
  doi          = {10.1137/17M1125157},
  timestamp    = {Mon, 08 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/siamjo/LinMH19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/CaronBMJ19,
  author       = {Mathilde Caron and
                  Piotr Bojanowski and
                  Julien Mairal and
                  Armand Joulin},
  title        = {Unsupervised Pre-Training of Image Features on Non-Curated Data},
  booktitle    = {2019 {IEEE/CVF} International Conference on Computer Vision, {ICCV}
                  2019, Seoul, Korea (South), October 27 - November 2, 2019},
  pages        = {2959--2968},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/ICCV.2019.00305},
  doi          = {10.1109/ICCV.2019.00305},
  timestamp    = {Thu, 05 Mar 2020 10:01:04 +0100},
  biburl       = {https://dblp.org/rec/conf/iccv/CaronBMJ19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/DvornikMS19,
  author       = {Nikita Dvornik and
                  Julien Mairal and
                  Cordelia Schmid},
  title        = {Diversity With Cooperation: Ensemble Methods for Few-Shot Classification},
  booktitle    = {2019 {IEEE/CVF} International Conference on Computer Vision, {ICCV}
                  2019, Seoul, Korea (South), October 27 - November 2, 2019},
  pages        = {3722--3730},
  publisher    = {{IEEE}},
  year         = {2019},
  url          = {https://doi.org/10.1109/ICCV.2019.00382},
  doi          = {10.1109/ICCV.2019.00382},
  timestamp    = {Thu, 05 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iccv/DvornikMS19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BiettiMCM19,
  author       = {Alberto Bietti and
                  Gr{\'{e}}goire Mialon and
                  Dexiong Chen and
                  Julien Mairal},
  editor       = {Kamalika Chaudhuri and
                  Ruslan Salakhutdinov},
  title        = {A Kernel Perspective for Regularizing Deep Neural Networks},
  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        = {664--674},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v97/bietti19a.html},
  timestamp    = {Tue, 11 Jun 2019 15:37:38 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/BiettiMCM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/KulunchakovM19,
  author       = {Andrei Kulunchakov and
                  Julien Mairal},
  editor       = {Kamalika Chaudhuri and
                  Ruslan Salakhutdinov},
  title        = {Estimate Sequences for Variance-Reduced Stochastic Composite Optimization},
  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        = {3541--3550},
  publisher    = {{PMLR}},
  year         = {2019},
  url          = {http://proceedings.mlr.press/v97/kulunchakov19a.html},
  timestamp    = {Tue, 11 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/KulunchakovM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KulunchakovM19,
  author       = {Andrei Kulunchakov and
                  Julien Mairal},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {A Generic Acceleration Framework for Stochastic Composite Optimization},
  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        = {12556--12567},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/4a1c2f4dcf2bf76b6b278ae40875d536-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/KulunchakovM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BiettiM19,
  author       = {Alberto Bietti and
                  Julien Mairal},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {On the Inductive Bias of Neural Tangent Kernels},
  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        = {12873--12884},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/c4ef9c39b300931b69a36fb3dbb8d60e-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/BiettiM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/ChenJM19,
  author       = {Dexiong Chen and
                  Laurent Jacob and
                  Julien Mairal},
  editor       = {Hanna M. Wallach and
                  Hugo Larochelle and
                  Alina Beygelzimer and
                  Florence d'Alch{\'{e}}{-}Buc and
                  Emily B. Fox and
                  Roman Garnett},
  title        = {Recurrent Kernel Networks},
  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        = {13431--13442},
  year         = {2019},
  url          = {https://proceedings.neurips.cc/paper/2019/hash/d60743aab4b625940d39b3b51c3c6a78-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/ChenJM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/recomb/ChenJM19,
  author       = {Dexiong Chen and
                  Laurent Jacob and
                  Julien Mairal},
  editor       = {Lenore J. Cowen},
  title        = {Biological Sequence Modeling with Convolutional Kernel Networks},
  booktitle    = {Research in Computational Molecular Biology - 23rd Annual International
                  Conference, {RECOMB} 2019, Washington, DC, USA, May 5-8, 2019, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {11467},
  pages        = {292--293},
  publisher    = {Springer},
  year         = {2019},
  url          = {https://link.springer.com/content/pdf/bbm\%3A978-3-030-17083-7\%2F1.pdf},
  timestamp    = {Thu, 12 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/recomb/ChenJM19.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-08788,
  author       = {Andrei Kulunchakov and
                  Julien Mairal},
  title        = {Estimate Sequences for Stochastic Composite Optimization: Variance
                  Reduction, Acceleration, and Robustness to Noise},
  journal      = {CoRR},
  volume       = {abs/1901.08788},
  year         = {2019},
  url          = {http://arxiv.org/abs/1901.08788},
  eprinttype    = {arXiv},
  eprint       = {1901.08788},
  timestamp    = {Sun, 03 Feb 2019 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1901-08788.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1903-11341,
  author       = {Nikita Dvornik and
                  Cordelia Schmid and
                  Julien Mairal},
  title        = {Diversity with Cooperation: Ensemble Methods for Few-Shot Classification},
  journal      = {CoRR},
  volume       = {abs/1903.11341},
  year         = {2019},
  url          = {http://arxiv.org/abs/1903.11341},
  eprinttype    = {arXiv},
  eprint       = {1903.11341},
  timestamp    = {Tue, 02 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1903-11341.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-01278,
  author       = {Mathilde Caron and
                  Piotr Bojanowski and
                  Julien Mairal and
                  Armand Joulin},
  title        = {Leveraging Large-Scale Uncurated Data for Unsupervised Pre-training
                  of Visual Features},
  journal      = {CoRR},
  volume       = {abs/1905.01278},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.01278},
  eprinttype    = {arXiv},
  eprint       = {1905.01278},
  timestamp    = {Mon, 27 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-01278.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-02374,
  author       = {Andrei Kulunchakov and
                  Julien Mairal},
  title        = {Estimate Sequences for Variance-Reduced Stochastic Composite Optimization},
  journal      = {CoRR},
  volume       = {abs/1905.02374},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.02374},
  eprinttype    = {arXiv},
  eprint       = {1905.02374},
  timestamp    = {Wed, 29 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-02374.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1905-12173,
  author       = {Alberto Bietti and
                  Julien Mairal},
  title        = {On the Inductive Bias of Neural Tangent Kernels},
  journal      = {CoRR},
  volume       = {abs/1905.12173},
  year         = {2019},
  url          = {http://arxiv.org/abs/1905.12173},
  eprinttype    = {arXiv},
  eprint       = {1905.12173},
  timestamp    = {Mon, 03 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1905-12173.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-01164,
  author       = {Andrei Kulunchakov and
                  Julien Mairal},
  title        = {A Generic Acceleration Framework for Stochastic Composite Optimization},
  journal      = {CoRR},
  volume       = {abs/1906.01164},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.01164},
  eprinttype    = {arXiv},
  eprint       = {1906.01164},
  timestamp    = {Fri, 14 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-01164.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1906-03200,
  author       = {Dexiong Chen and
                  Laurent Jacob and
                  Julien Mairal},
  title        = {Recurrent Kernel Networks},
  journal      = {CoRR},
  volume       = {abs/1906.03200},
  year         = {2019},
  url          = {http://arxiv.org/abs/1906.03200},
  eprinttype    = {arXiv},
  eprint       = {1906.03200},
  timestamp    = {Fri, 14 Jun 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1906-03200.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-02456,
  author       = {Bruno Lecouat and
                  Jean Ponce and
                  Julien Mairal},
  title        = {Revisiting Non Local Sparse Models for Image Restoration},
  journal      = {CoRR},
  volume       = {abs/1912.02456},
  year         = {2019},
  url          = {http://arxiv.org/abs/1912.02456},
  eprinttype    = {arXiv},
  eprint       = {1912.02456},
  timestamp    = {Thu, 02 Jan 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1912-02456.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-02566,
  author       = {Gr{\'{e}}goire Mialon and
                  Alexandre d'Aspremont and
                  Julien Mairal},
  title        = {Screening Data Points in Empirical Risk Minimization via Ellipsoidal
                  Regions and Safe Loss Function},
  journal      = {CoRR},
  volume       = {abs/1912.02566},
  year         = {2019},
  url          = {http://arxiv.org/abs/1912.02566},
  eprinttype    = {arXiv},
  eprint       = {1912.02566},
  timestamp    = {Thu, 02 Jan 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1912-02566.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1912-08165,
  author       = {Julien Mairal},
  title        = {Cyanure: An Open-Source Toolbox for Empirical Risk Minimization for
                  Python, C++, and soon more},
  journal      = {CoRR},
  volume       = {abs/1912.08165},
  year         = {2019},
  url          = {http://arxiv.org/abs/1912.08165},
  eprinttype    = {arXiv},
  eprint       = {1912.08165},
  timestamp    = {Tue, 07 Jan 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1912-08165.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsp/MenschMTV18,
  author       = {Arthur Mensch and
                  Julien Mairal and
                  Bertrand Thirion and
                  Ga{\"{e}}l Varoquaux},
  title        = {Stochastic Subsampling for Factorizing Huge Matrices},
  journal      = {{IEEE} Trans. Signal Process.},
  volume       = {66},
  number       = {1},
  pages        = {113--128},
  year         = {2018},
  url          = {https://doi.org/10.1109/TSP.2017.2752697},
  doi          = {10.1109/TSP.2017.2752697},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tsp/MenschMTV18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/PaquetteLDMH18,
  author       = {Courtney Paquette and
                  Hongzhou Lin and
                  Dmitriy Drusvyatskiy and
                  Julien Mairal and
                  Za{\"{\i}}d Harchaoui},
  editor       = {Amos J. Storkey and
                  Fernando P{\'{e}}rez{-}Cruz},
  title        = {Catalyst for Gradient-based Nonconvex Optimization},
  booktitle    = {International Conference on Artificial Intelligence and Statistics,
                  {AISTATS} 2018, 9-11 April 2018, Playa Blanca, Lanzarote, Canary Islands,
                  Spain},
  series       = {Proceedings of Machine Learning Research},
  volume       = {84},
  pages        = {613--622},
  publisher    = {{PMLR}},
  year         = {2018},
  url          = {http://proceedings.mlr.press/v84/paquette18a.html},
  timestamp    = {Wed, 03 Apr 2019 18:17:22 +0200},
  biburl       = {https://dblp.org/rec/conf/aistats/PaquetteLDMH18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/DvornikMS18,
  author       = {Nikita Dvornik and
                  Julien Mairal and
                  Cordelia Schmid},
  editor       = {Vittorio Ferrari and
                  Martial Hebert and
                  Cristian Sminchisescu and
                  Yair Weiss},
  title        = {Modeling Visual Context Is Key to Augmenting Object Detection Datasets},
  booktitle    = {Computer Vision - {ECCV} 2018 - 15th European Conference, Munich,
                  Germany, September 8-14, 2018, Proceedings, Part {XII}},
  series       = {Lecture Notes in Computer Science},
  volume       = {11216},
  pages        = {375--391},
  publisher    = {Springer},
  year         = {2018},
  url          = {https://doi.org/10.1007/978-3-030-01258-8\_23},
  doi          = {10.1007/978-3-030-01258-8\_23},
  timestamp    = {Tue, 14 May 2019 10:00:45 +0200},
  biburl       = {https://dblp.org/rec/conf/eccv/DvornikMS18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/WynenSM18,
  author       = {Daan Wynen and
                  Cordelia Schmid and
                  Julien Mairal},
  editor       = {Samy Bengio and
                  Hanna M. Wallach and
                  Hugo Larochelle and
                  Kristen Grauman and
                  Nicol{\`{o}} Cesa{-}Bianchi and
                  Roman Garnett},
  title        = {Unsupervised Learning of Artistic Styles with Archetypal Style Analysis},
  booktitle    = {Advances in Neural Information Processing Systems 31: Annual Conference
                  on Neural Information Processing Systems 2018, NeurIPS 2018, December
                  3-8, 2018, Montr{\'{e}}al, Canada},
  pages        = {6584--6593},
  year         = {2018},
  url          = {https://proceedings.neurips.cc/paper/2018/hash/09060616068d2b9544dc33f2fbe4ce2d-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/WynenSM18.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1805-11155,
  author       = {Daan Wynen and
                  Cordelia Schmid and
                  Julien Mairal},
  title        = {Unsupervised Learning of Artistic Styles with Archetypal Style Analysis},
  journal      = {CoRR},
  volume       = {abs/1805.11155},
  year         = {2018},
  url          = {http://arxiv.org/abs/1805.11155},
  eprinttype    = {arXiv},
  eprint       = {1805.11155},
  timestamp    = {Sat, 23 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1805-11155.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1807-07428,
  author       = {Nikita Dvornik and
                  Julien Mairal and
                  Cordelia Schmid},
  title        = {Modeling Visual Context is Key to Augmenting Object Detection Datasets},
  journal      = {CoRR},
  volume       = {abs/1807.07428},
  year         = {2018},
  url          = {http://arxiv.org/abs/1807.07428},
  eprinttype    = {arXiv},
  eprint       = {1807.07428},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1807-07428.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-02492,
  author       = {Nikita Dvornik and
                  Julien Mairal and
                  Cordelia Schmid},
  title        = {On the Importance of Visual Context for Data Augmentation in Scene
                  Understanding},
  journal      = {CoRR},
  volume       = {abs/1809.02492},
  year         = {2018},
  url          = {http://arxiv.org/abs/1809.02492},
  eprinttype    = {arXiv},
  eprint       = {1809.02492},
  timestamp    = {Fri, 05 Oct 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1809-02492.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1809-06035,
  author       = {Arthur Mensch and
                  Julien Mairal and
                  Bertrand Thirion and
                  Ga{\"{e}}l Varoquaux},
  title        = {Extracting Universal Representations of Cognition across Brain-Imaging
                  Studies},
  journal      = {CoRR},
  volume       = {abs/1809.06035},
  year         = {2018},
  url          = {http://arxiv.org/abs/1809.06035},
  eprinttype    = {arXiv},
  eprint       = {1809.06035},
  timestamp    = {Fri, 05 Oct 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1809-06035.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1810-00363,
  author       = {Alberto Bietti and
                  Gr{\'{e}}goire Mialon and
                  Julien Mairal},
  title        = {On Regularization and Robustness of Deep Neural Networks},
  journal      = {CoRR},
  volume       = {abs/1810.00363},
  year         = {2018},
  url          = {http://arxiv.org/abs/1810.00363},
  eprinttype    = {arXiv},
  eprint       = {1810.00363},
  timestamp    = {Thu, 01 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1810-00363.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@book{DBLP:books/hal/Mairal17,
  author       = {Julien Mairal},
  title        = {Large-Scale Machine Learning and Applications. (Apprentissage {\`{a}}
                  grande {\'{e}}chelle et applications)},
  year         = {2017},
  url          = {https://tel.archives-ouvertes.fr/tel-01629997},
  timestamp    = {Wed, 22 Nov 2017 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/books/hal/Mairal17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/PaulinMDHPS17,
  author       = {Mattis Paulin and
                  Julien Mairal and
                  Matthijs Douze and
                  Za{\"{\i}}d Harchaoui and
                  Florent Perronnin and
                  Cordelia Schmid},
  title        = {Convolutional Patch Representations for Image Retrieval: An Unsupervised
                  Approach},
  journal      = {Int. J. Comput. Vis.},
  volume       = {121},
  number       = {1},
  pages        = {149--168},
  year         = {2017},
  url          = {https://doi.org/10.1007/s11263-016-0924-3},
  doi          = {10.1007/S11263-016-0924-3},
  timestamp    = {Fri, 13 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijcv/PaulinMDHPS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/LinMH17,
  author       = {Hongzhou Lin and
                  Julien Mairal and
                  Za{\"{\i}}d Harchaoui},
  title        = {Catalyst Acceleration for First-order Convex Optimization: from Theory
                  to Practice},
  journal      = {J. Mach. Learn. Res.},
  volume       = {18},
  pages        = {212:1--212:54},
  year         = {2017},
  url          = {http://jmlr.org/papers/v18/17-748.html},
  timestamp    = {Wed, 10 Jul 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/LinMH17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/DvornikSMS17,
  author       = {Nikita Dvornik and
                  Konstantin Shmelkov and
                  Julien Mairal and
                  Cordelia Schmid},
  title        = {BlitzNet: {A} Real-Time Deep Network for Scene Understanding},
  booktitle    = {{IEEE} International Conference on Computer Vision, {ICCV} 2017, Venice,
                  Italy, October 22-29, 2017},
  pages        = {4174--4182},
  publisher    = {{IEEE} Computer Society},
  year         = {2017},
  url          = {https://doi.ieeecomputersociety.org/10.1109/ICCV.2017.447},
  doi          = {10.1109/ICCV.2017.447},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iccv/DvornikSMS17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BiettiM17,
  author       = {Alberto Bietti and
                  Julien Mairal},
  editor       = {Isabelle Guyon and
                  Ulrike von Luxburg and
                  Samy Bengio and
                  Hanna M. Wallach and
                  Rob Fergus and
                  S. V. N. Vishwanathan and
                  Roman Garnett},
  title        = {Stochastic Optimization with Variance Reduction for Infinite Datasets
                  with Finite Sum Structure},
  booktitle    = {Advances in Neural Information Processing Systems 30: Annual Conference
                  on Neural Information Processing Systems 2017, December 4-9, 2017,
                  Long Beach, CA, {USA}},
  pages        = {1623--1633},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/82b8a3434904411a9fdc43ca87cee70c-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 13:58:27 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/BiettiM17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MenschMBTV17,
  author       = {Arthur Mensch and
                  Julien Mairal and
                  Danilo Bzdok and
                  Bertrand Thirion and
                  Ga{\"{e}}l Varoquaux},
  editor       = {Isabelle Guyon and
                  Ulrike von Luxburg and
                  Samy Bengio and
                  Hanna M. Wallach and
                  Rob Fergus and
                  S. V. N. Vishwanathan and
                  Roman Garnett},
  title        = {Learning Neural Representations of Human Cognition across Many fMRI
                  Studies},
  booktitle    = {Advances in Neural Information Processing Systems 30: Annual Conference
                  on Neural Information Processing Systems 2017, December 4-9, 2017,
                  Long Beach, CA, {USA}},
  pages        = {5883--5893},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/908c9a564a86426585b29f5335b619bc-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/MenschMBTV17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/BiettiM17a,
  author       = {Alberto Bietti and
                  Julien Mairal},
  editor       = {Isabelle Guyon and
                  Ulrike von Luxburg and
                  Samy Bengio and
                  Hanna M. Wallach and
                  Rob Fergus and
                  S. V. N. Vishwanathan and
                  Roman Garnett},
  title        = {Invariance and Stability of Deep Convolutional Representations},
  booktitle    = {Advances in Neural Information Processing Systems 30: Annual Conference
                  on Neural Information Processing Systems 2017, December 4-9, 2017,
                  Long Beach, CA, {USA}},
  pages        = {6210--6220},
  year         = {2017},
  url          = {https://proceedings.neurips.cc/paper/2017/hash/38ed162a0dbef7b3fe0f628aa08b90e7-Abstract.html},
  timestamp    = {Thu, 21 Jan 2021 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/nips/BiettiM17a.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MenschMTV17,
  author       = {Arthur Mensch and
                  Julien Mairal and
                  Bertrand Thirion and
                  Ga{\"{e}}l Varoquaux},
  title        = {Stochastic Subsampling for Factorizing Huge Matrices},
  journal      = {CoRR},
  volume       = {abs/1701.05363},
  year         = {2017},
  url          = {http://arxiv.org/abs/1701.05363},
  eprinttype    = {arXiv},
  eprint       = {1701.05363},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MenschMTV17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BiettiM17,
  author       = {Alberto Bietti and
                  Julien Mairal},
  title        = {Group Invariance and Stability to Deformations of Deep Convolutional
                  Representations},
  journal      = {CoRR},
  volume       = {abs/1706.03078},
  year         = {2017},
  url          = {http://arxiv.org/abs/1706.03078},
  eprinttype    = {arXiv},
  eprint       = {1706.03078},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BiettiM17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1708-02813,
  author       = {Nikita Dvornik and
                  Konstantin Shmelkov and
                  Julien Mairal and
                  Cordelia Schmid},
  title        = {BlitzNet: {A} Real-Time Deep Network for Scene Understanding},
  journal      = {CoRR},
  volume       = {abs/1708.02813},
  year         = {2017},
  url          = {http://arxiv.org/abs/1708.02813},
  eprinttype    = {arXiv},
  eprint       = {1708.02813},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1708-02813.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-11438,
  author       = {Arthur Mensch and
                  Julien Mairal and
                  Danilo Bzdok and
                  Bertrand Thirion and
                  Ga{\"{e}}l Varoquaux},
  title        = {Learning Neural Representations of Human Cognition across Many fMRI
                  Studies},
  journal      = {CoRR},
  volume       = {abs/1710.11438},
  year         = {2017},
  url          = {http://arxiv.org/abs/1710.11438},
  eprinttype    = {arXiv},
  eprint       = {1710.11438},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1710-11438.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ercim/MenschMTV17,
  author       = {Arthur Mensch and
                  Julien Mairal and
                  Bertrand Thirion and
                  Ga{\"{e}}l Varoquaux},
  title        = {Subsampling Enables Fast Factorisation of Huge Matrices into Sparse
                  Signals},
  journal      = {{ERCIM} News},
  volume       = {2017},
  number       = {108},
  year         = {2017},
  url          = {http://ercim-news.ercim.eu/en108/r-i/subsampling-enables-fast-factorisation-of-huge-matrices-into-sparse-signals},
  timestamp    = {Wed, 22 May 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ercim/MenschMTV17.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tsp/TillmannEM16,
  author       = {Andreas M. Tillmann and
                  Yonina C. Eldar and
                  Julien Mairal},
  title        = {DOLPHIn - Dictionary Learning for Phase Retrieval},
  journal      = {{IEEE} Trans. Signal Process.},
  volume       = {64},
  number       = {24},
  pages        = {6485--6500},
  year         = {2016},
  url          = {https://doi.org/10.1109/TSP.2016.2607180},
  doi          = {10.1109/TSP.2016.2607180},
  timestamp    = {Tue, 10 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/tsp/TillmannEM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/TillmannEM16,
  author       = {Andreas M. Tillmann and
                  Yonina C. Eldar and
                  Julien Mairal},
  title        = {Dictionary learning from phaseless measurements},
  booktitle    = {2016 {IEEE} International Conference on Acoustics, Speech and Signal
                  Processing, {ICASSP} 2016, Shanghai, China, March 20-25, 2016},
  pages        = {4702--4706},
  publisher    = {{IEEE}},
  year         = {2016},
  url          = {https://doi.org/10.1109/ICASSP.2016.7472569},
  doi          = {10.1109/ICASSP.2016.7472569},
  timestamp    = {Wed, 16 Oct 2019 14:14:52 +0200},
  biburl       = {https://dblp.org/rec/conf/icassp/TillmannEM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MenschMTV16,
  author       = {Arthur Mensch and
                  Julien Mairal and
                  Bertrand Thirion and
                  Ga{\"{e}}l Varoquaux},
  editor       = {Maria{-}Florina Balcan and
                  Kilian Q. Weinberger},
  title        = {Dictionary Learning for Massive Matrix Factorization},
  booktitle    = {Proceedings of the 33nd International Conference on Machine Learning,
                  {ICML} 2016, New York City, NY, USA, June 19-24, 2016},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {48},
  pages        = {1737--1746},
  publisher    = {JMLR.org},
  year         = {2016},
  url          = {http://proceedings.mlr.press/v48/mensch16.html},
  timestamp    = {Wed, 29 May 2019 08:41:46 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MenschMTV16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Mairal16,
  author       = {Julien Mairal},
  editor       = {Daniel D. Lee and
                  Masashi Sugiyama and
                  Ulrike von Luxburg and
                  Isabelle Guyon and
                  Roman Garnett},
  title        = {End-to-End Kernel Learning with Supervised Convolutional Kernel Networks},
  booktitle    = {Advances in Neural Information Processing Systems 29: Annual Conference
                  on Neural Information Processing Systems 2016, December 5-10, 2016,
                  Barcelona, Spain},
  pages        = {1399--1407},
  year         = {2016},
  url          = {https://proceedings.neurips.cc/paper/2016/hash/fc8001f834f6a5f0561080d134d53d29-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/Mairal16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/TillmannEM16,
  author       = {Andreas M. Tillmann and
                  Yonina C. Eldar and
                  Julien Mairal},
  title        = {DOLPHIn - Dictionary Learning for Phase Retrieval},
  journal      = {CoRR},
  volume       = {abs/1602.02263},
  year         = {2016},
  url          = {http://arxiv.org/abs/1602.02263},
  eprinttype    = {arXiv},
  eprint       = {1602.02263},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/TillmannEM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/PaulinMDHPS16,
  author       = {Mattis Paulin and
                  Julien Mairal and
                  Matthijs Douze and
                  Za{\"{\i}}d Harchaoui and
                  Florent Perronnin and
                  Cordelia Schmid},
  title        = {Convolutional Patch Representations for Image Retrieval: an Unsupervised
                  Approach},
  journal      = {CoRR},
  volume       = {abs/1603.00438},
  year         = {2016},
  url          = {http://arxiv.org/abs/1603.00438},
  eprinttype    = {arXiv},
  eprint       = {1603.00438},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/PaulinMDHPS16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MenschMTV16,
  author       = {Arthur Mensch and
                  Julien Mairal and
                  Bertrand Thirion and
                  Ga{\"{e}}l Varoquaux},
  title        = {Dictionary Learning for Massive Matrix Factorization},
  journal      = {CoRR},
  volume       = {abs/1605.00937},
  year         = {2016},
  url          = {http://arxiv.org/abs/1605.00937},
  eprinttype    = {arXiv},
  eprint       = {1605.00937},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MenschMTV16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Mairal16,
  author       = {Julien Mairal},
  title        = {End-to-End Kernel Learning with Supervised Convolutional Kernel Networks},
  journal      = {CoRR},
  volume       = {abs/1605.06265},
  year         = {2016},
  url          = {http://arxiv.org/abs/1605.06265},
  eprinttype    = {arXiv},
  eprint       = {1605.06265},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/Mairal16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BiettiM16,
  author       = {Alberto Bietti and
                  Julien Mairal},
  title        = {Stochastic Optimization with Variance Reduction for Infinite Datasets
                  with Finite-Sum Structure},
  journal      = {CoRR},
  volume       = {abs/1610.00970},
  year         = {2016},
  url          = {http://arxiv.org/abs/1610.00970},
  eprinttype    = {arXiv},
  eprint       = {1610.00970},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/BiettiM16.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/BernardJMVV15,
  author       = {Elsa Bernard and
                  Laurent Jacob and
                  Julien Mairal and
                  Eric Viara and
                  Jean{-}Philippe Vert},
  title        = {A convex formulation for joint {RNA} isoform detection and quantification
                  from multiple RNA-seq samples},
  journal      = {{BMC} Bioinform.},
  volume       = {16},
  pages        = {262:1--262:10},
  year         = {2015},
  url          = {https://doi.org/10.1186/s12859-015-0695-9},
  doi          = {10.1186/S12859-015-0695-9},
  timestamp    = {Mon, 26 Oct 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bmcbi/BernardJMVV15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcv/MairalEB15,
  author       = {Julien Mairal and
                  Michael Elad and
                  Francis R. Bach},
  title        = {Guest Editorial: Sparse Coding},
  journal      = {Int. J. Comput. Vis.},
  volume       = {114},
  number       = {2-3},
  pages        = {89--90},
  year         = {2015},
  url          = {https://doi.org/10.1007/s11263-015-0845-6},
  doi          = {10.1007/S11263-015-0845-6},
  timestamp    = {Fri, 13 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ijcv/MairalEB15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/siamjo/Mairal15,
  author       = {Julien Mairal},
  title        = {Incremental Majorization-Minimization Optimization with Application
                  to Large-Scale Machine Learning},
  journal      = {{SIAM} J. Optim.},
  volume       = {25},
  number       = {2},
  pages        = {829--855},
  year         = {2015},
  url          = {https://doi.org/10.1137/140957639},
  doi          = {10.1137/140957639},
  timestamp    = {Mon, 08 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/siamjo/Mairal15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/PaulinDHMPS15,
  author       = {Mattis Paulin and
                  Matthijs Douze and
                  Za{\"{\i}}d Harchaoui and
                  Julien Mairal and
                  Florent Perronnin and
                  Cordelia Schmid},
  title        = {Local Convolutional Features with Unsupervised Training for Image
                  Retrieval},
  booktitle    = {2015 {IEEE} International Conference on Computer Vision, {ICCV} 2015,
                  Santiago, Chile, December 7-13, 2015},
  pages        = {91--99},
  publisher    = {{IEEE} Computer Society},
  year         = {2015},
  url          = {https://doi.org/10.1109/ICCV.2015.19},
  doi          = {10.1109/ICCV.2015.19},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iccv/PaulinDHMPS15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/LinMH15,
  author       = {Hongzhou Lin and
                  Julien Mairal and
                  Za{\"{\i}}d Harchaoui},
  editor       = {Corinna Cortes and
                  Neil D. Lawrence and
                  Daniel D. Lee and
                  Masashi Sugiyama and
                  Roman Garnett},
  title        = {A Universal Catalyst for First-Order Optimization},
  booktitle    = {Advances in Neural Information Processing Systems 28: Annual Conference
                  on Neural Information Processing Systems 2015, December 7-12, 2015,
                  Montreal, Quebec, Canada},
  pages        = {3384--3392},
  year         = {2015},
  url          = {https://proceedings.neurips.cc/paper/2015/hash/c164bbc9d6c72a52c599bbb43d8db8e1-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/LinMH15.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/BernardJMV14,
  author       = {Elsa Bernard and
                  Laurent Jacob and
                  Julien Mairal and
                  Jean{-}Philippe Vert},
  title        = {Efficient {RNA} isoform identification and quantification from RNA-Seq
                  data with network flows},
  journal      = {Bioinform.},
  volume       = {30},
  number       = {17},
  pages        = {2447--2455},
  year         = {2014},
  url          = {https://doi.org/10.1093/bioinformatics/btu317},
  doi          = {10.1093/BIOINFORMATICS/BTU317},
  timestamp    = {Tue, 28 Feb 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/bioinformatics/BernardJMV14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ftcgv/MairalBP14,
  author       = {Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce},
  title        = {Sparse Modeling for Image and Vision Processing},
  journal      = {Found. Trends Comput. Graph. Vis.},
  volume       = {8},
  number       = {2-3},
  pages        = {85--283},
  year         = {2014},
  url          = {https://doi.org/10.1561/0600000058},
  doi          = {10.1561/0600000058},
  timestamp    = {Fri, 13 Mar 2020 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/ftcgv/MairalBP14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/ChenMH14,
  author       = {Yuansi Chen and
                  Julien Mairal and
                  Za{\"{\i}}d Harchaoui},
  title        = {Fast and Robust Archetypal Analysis for Representation Learning},
  booktitle    = {2014 {IEEE} Conference on Computer Vision and Pattern Recognition,
                  {CVPR} 2014, Columbus, OH, USA, June 23-28, 2014},
  pages        = {1478--1485},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/CVPR.2014.192},
  doi          = {10.1109/CVPR.2014.192},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cvpr/ChenMH14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/CherianMAS14,
  author       = {Anoop Cherian and
                  Julien Mairal and
                  Karteek Alahari and
                  Cordelia Schmid},
  title        = {Mixing Body-Part Sequences for Human Pose Estimation},
  booktitle    = {2014 {IEEE} Conference on Computer Vision and Pattern Recognition,
                  {CVPR} 2014, Columbus, OH, USA, June 23-28, 2014},
  pages        = {2361--2368},
  publisher    = {{IEEE} Computer Society},
  year         = {2014},
  url          = {https://doi.org/10.1109/CVPR.2014.302},
  doi          = {10.1109/CVPR.2014.302},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cvpr/CherianMAS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/SongGJMHD14,
  author       = {Hyun Oh Song and
                  Ross B. Girshick and
                  Stefanie Jegelka and
                  Julien Mairal and
                  Za{\"{\i}}d Harchaoui and
                  Trevor Darrell},
  title        = {On learning to localize objects with minimal supervision},
  booktitle    = {Proceedings of the 31th International Conference on Machine Learning,
                  {ICML} 2014, Beijing, China, 21-26 June 2014},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {32},
  pages        = {1611--1619},
  publisher    = {JMLR.org},
  year         = {2014},
  url          = {http://proceedings.mlr.press/v32/songb14.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/SongGJMHD14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MairalKHS14,
  author       = {Julien Mairal and
                  Piotr Koniusz and
                  Za{\"{\i}}d Harchaoui and
                  Cordelia Schmid},
  editor       = {Zoubin Ghahramani and
                  Max Welling and
                  Corinna Cortes and
                  Neil D. Lawrence and
                  Kilian Q. Weinberger},
  title        = {Convolutional Kernel Networks},
  booktitle    = {Advances in Neural Information Processing Systems 27: Annual Conference
                  on Neural Information Processing Systems 2014, December 8-13 2014,
                  Montreal, Quebec, Canada},
  pages        = {2627--2635},
  year         = {2014},
  url          = {https://proceedings.neurips.cc/paper/2014/hash/81ca0262c82e712e50c580c032d99b60-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MairalKHS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Mairal14,
  author       = {Julien Mairal},
  title        = {Incremental Majorization-Minimization Optimization with Application
                  to Large-Scale Machine Learning},
  journal      = {CoRR},
  volume       = {abs/1402.4419},
  year         = {2014},
  url          = {http://arxiv.org/abs/1402.4419},
  eprinttype    = {arXiv},
  eprint       = {1402.4419},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/Mairal14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SongGJMHD14,
  author       = {Hyun Oh Song and
                  Ross B. Girshick and
                  Stefanie Jegelka and
                  Julien Mairal and
                  Za{\"{\i}}d Harchaoui and
                  Trevor Darrell},
  title        = {One-Bit Object Detection: On learning to localize objects with minimal
                  supervision},
  journal      = {CoRR},
  volume       = {abs/1403.1024},
  year         = {2014},
  url          = {http://arxiv.org/abs/1403.1024},
  eprinttype    = {arXiv},
  eprint       = {1403.1024},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/SongGJMHD14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ChenMH14,
  author       = {Yuansi Chen and
                  Julien Mairal and
                  Za{\"{\i}}d Harchaoui},
  title        = {Fast and Robust Archetypal Analysis for Representation Learning},
  journal      = {CoRR},
  volume       = {abs/1405.6472},
  year         = {2014},
  url          = {http://arxiv.org/abs/1405.6472},
  eprinttype    = {arXiv},
  eprint       = {1405.6472},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/ChenMH14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MairalKHS14,
  author       = {Julien Mairal and
                  Piotr Koniusz and
                  Za{\"{\i}}d Harchaoui and
                  Cordelia Schmid},
  title        = {Convolutional Kernel Networks},
  journal      = {CoRR},
  volume       = {abs/1406.3332},
  year         = {2014},
  url          = {http://arxiv.org/abs/1406.3332},
  eprinttype    = {arXiv},
  eprint       = {1406.3332},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MairalKHS14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MairalBP14,
  author       = {Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce},
  title        = {Sparse Modeling for Image and Vision Processing},
  journal      = {CoRR},
  volume       = {abs/1411.3230},
  year         = {2014},
  url          = {http://arxiv.org/abs/1411.3230},
  eprinttype    = {arXiv},
  eprint       = {1411.3230},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/MairalBP14.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MairalY13,
  author       = {Julien Mairal and
                  Bin Yu},
  title        = {Supervised feature selection in graphs with path coding penalties
                  and network flows},
  journal      = {J. Mach. Learn. Res.},
  volume       = {14},
  number       = {1},
  pages        = {2449--2485},
  year         = {2013},
  url          = {https://dl.acm.org/doi/10.5555/2567709.2567740},
  doi          = {10.5555/2567709.2567740},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/MairalY13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/emnlp/NelakantiAMBB13,
  author       = {Anil Kumar Nelakanti and
                  C{\'{e}}dric Archambeau and
                  Julien Mairal and
                  Francis R. Bach and
                  Guillaume Bouchard},
  title        = {Structured Penalties for Log-Linear Language Models},
  booktitle    = {Proceedings of the 2013 Conference on Empirical Methods in Natural
                  Language Processing, {EMNLP} 2013, 18-21 October 2013, Grand Hyatt
                  Seattle, Seattle, Washington, USA, {A} meeting of SIGDAT, a Special
                  Interest Group of the {ACL}},
  pages        = {233--243},
  publisher    = {{ACL}},
  year         = {2013},
  url          = {https://aclanthology.org/D13-1024/},
  timestamp    = {Fri, 06 Aug 2021 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/emnlp/NelakantiAMBB13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/Mairal13,
  author       = {Julien Mairal},
  title        = {Optimization with First-Order Surrogate Functions},
  booktitle    = {Proceedings of the 30th International Conference on Machine Learning,
                  {ICML} 2013, Atlanta, GA, USA, 16-21 June 2013},
  series       = {{JMLR} Workshop and Conference Proceedings},
  volume       = {28},
  pages        = {783--791},
  publisher    = {JMLR.org},
  year         = {2013},
  url          = {http://proceedings.mlr.press/v28/mairal13.html},
  timestamp    = {Wed, 29 May 2019 08:41:45 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/Mairal13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/Mairal13,
  author       = {Julien Mairal},
  editor       = {Christopher J. C. Burges and
                  L{\'{e}}on Bottou and
                  Zoubin Ghahramani and
                  Kilian Q. Weinberger},
  title        = {Stochastic Majorization-Minimization Algorithms for Large-Scale Optimization},
  booktitle    = {Advances in Neural Information Processing Systems 26: 27th Annual
                  Conference on Neural Information Processing Systems 2013. Proceedings
                  of a meeting held December 5-8, 2013, Lake Tahoe, Nevada, United States},
  pages        = {2283--2291},
  year         = {2013},
  url          = {https://proceedings.neurips.cc/paper/2013/hash/4da04049a062f5adfe81b67dd755cecc-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/Mairal13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1305-3120,
  author       = {Julien Mairal},
  title        = {Optimization with First-Order Surrogate Functions},
  journal      = {CoRR},
  volume       = {abs/1305.3120},
  year         = {2013},
  url          = {http://arxiv.org/abs/1305.3120},
  eprinttype    = {arXiv},
  eprint       = {1305.3120},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1305-3120.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/Mairal13,
  author       = {Julien Mairal},
  title        = {Stochastic Majorization-Minimization Optimization with First-Order
                  Surrogate Functions},
  journal      = {CoRR},
  volume       = {abs/1306.4650},
  year         = {2013},
  url          = {http://arxiv.org/abs/1306.4650},
  eprinttype    = {arXiv},
  eprint       = {1306.4650},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/Mairal13.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ftml/BachJMO12,
  author       = {Francis R. Bach and
                  Rodolphe Jenatton and
                  Julien Mairal and
                  Guillaume Obozinski},
  title        = {Optimization with Sparsity-Inducing Penalties},
  journal      = {Found. Trends Mach. Learn.},
  volume       = {4},
  number       = {1},
  pages        = {1--106},
  year         = {2012},
  url          = {https://doi.org/10.1561/2200000015},
  doi          = {10.1561/2200000015},
  timestamp    = {Thu, 18 Jun 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/ftml/BachJMO12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pami/MairalBP12,
  author       = {Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce},
  title        = {Task-Driven Dictionary Learning},
  journal      = {{IEEE} Trans. Pattern Anal. Mach. Intell.},
  volume       = {34},
  number       = {4},
  pages        = {791--804},
  year         = {2012},
  url          = {https://doi.org/10.1109/TPAMI.2011.156},
  doi          = {10.1109/TPAMI.2011.156},
  timestamp    = {Wed, 14 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/journals/pami/MairalBP12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MairalY12,
  author       = {Julien Mairal and
                  Bin Yu},
  title        = {Complexity Analysis of the Lasso Regularization Path},
  booktitle    = {Proceedings of the 29th International Conference on Machine Learning,
                  {ICML} 2012, Edinburgh, Scotland, UK, June 26 - July 1, 2012},
  publisher    = {icml.cc / Omnipress},
  year         = {2012},
  url          = {http://icml.cc/2012/papers/202.pdf},
  timestamp    = {Wed, 03 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/MairalY12.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1204-4539,
  author       = {Julien Mairal and
                  Bin Yu},
  title        = {Supervised Feature Selection in Graphs with Path Coding Penalties
                  and Network Flows},
  journal      = {CoRR},
  volume       = {abs/1204.4539},
  year         = {2012},
  url          = {http://arxiv.org/abs/1204.4539},
  eprinttype    = {arXiv},
  eprint       = {1204.4539},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1204-4539.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1205-0079,
  author       = {Julien Mairal and
                  Bin Yu},
  title        = {Complexity Analysis of the Lasso Regularization Path},
  journal      = {CoRR},
  volume       = {abs/1205.0079},
  year         = {2012},
  url          = {http://arxiv.org/abs/1205.0079},
  eprinttype    = {arXiv},
  eprint       = {1205.0079},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1205-0079.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/JenattonMOB11,
  author       = {Rodolphe Jenatton and
                  Julien Mairal and
                  Guillaume Obozinski and
                  Francis R. Bach},
  title        = {Proximal Methods for Hierarchical Sparse Coding},
  journal      = {J. Mach. Learn. Res.},
  volume       = {12},
  pages        = {2297--2334},
  year         = {2011},
  url          = {https://dl.acm.org/doi/10.5555/1953048.2021074},
  doi          = {10.5555/1953048.2021074},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/JenattonMOB11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MairalJOB11,
  author       = {Julien Mairal and
                  Rodolphe Jenatton and
                  Guillaume Obozinski and
                  Francis R. Bach},
  title        = {Convex and Network Flow Optimization for Structured Sparsity},
  journal      = {J. Mach. Learn. Res.},
  volume       = {12},
  pages        = {2681--2720},
  year         = {2011},
  url          = {https://dl.acm.org/doi/10.5555/1953048.2078191},
  doi          = {10.5555/1953048.2078191},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/MairalJOB11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/BenoitMBP11,
  author       = {Louise Beno{\^{\i}}t and
                  Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce},
  title        = {Sparse image representation with epitomes},
  booktitle    = {The 24th {IEEE} Conference on Computer Vision and Pattern Recognition,
                  {CVPR} 2011, Colorado Springs, CO, USA, 20-25 June 2011},
  pages        = {2913--2920},
  publisher    = {{IEEE} Computer Society},
  year         = {2011},
  url          = {https://doi.org/10.1109/CVPR.2011.5995636},
  doi          = {10.1109/CVPR.2011.5995636},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cvpr/BenoitMBP11.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1104-1872,
  author       = {Julien Mairal and
                  Rodolphe Jenatton and
                  Guillaume Obozinski and
                  Francis R. Bach},
  title        = {Convex and Network Flow Optimization for Structured Sparsity},
  journal      = {CoRR},
  volume       = {abs/1104.1872},
  year         = {2011},
  url          = {http://arxiv.org/abs/1104.1872},
  eprinttype    = {arXiv},
  eprint       = {1104.1872},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1104-1872.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1108-0775,
  author       = {Francis R. Bach and
                  Rodolphe Jenatton and
                  Julien Mairal and
                  Guillaume Obozinski},
  title        = {Optimization with Sparsity-Inducing Penalties},
  journal      = {CoRR},
  volume       = {abs/1108.0775},
  year         = {2011},
  url          = {http://arxiv.org/abs/1108.0775},
  eprinttype    = {arXiv},
  eprint       = {1108.0775},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1108-0775.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1109-2397,
  author       = {Francis R. Bach and
                  Rodolphe Jenatton and
                  Julien Mairal and
                  Guillaume Obozinski},
  title        = {Structured sparsity through convex optimization},
  journal      = {CoRR},
  volume       = {abs/1109.2397},
  year         = {2011},
  url          = {http://arxiv.org/abs/1109.2397},
  eprinttype    = {arXiv},
  eprint       = {1109.2397},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1109-2397.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1110-0957,
  author       = {Florent Couzinie{-}Devy and
                  Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce},
  title        = {Dictionary Learning for Deblurring and Digital Zoom},
  journal      = {CoRR},
  volume       = {abs/1110.0957},
  year         = {2011},
  url          = {http://arxiv.org/abs/1110.0957},
  eprinttype    = {arXiv},
  eprint       = {1110.0957},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1110-0957.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1110-2855,
  author       = {Louise Beno{\^{\i}}t and
                  Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce},
  title        = {Sparse Image Representation with Epitomes},
  journal      = {CoRR},
  volume       = {abs/1110.2855},
  year         = {2011},
  url          = {http://arxiv.org/abs/1110.2855},
  eprinttype    = {arXiv},
  eprint       = {1110.2855},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1110-2855.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1110-4481,
  author       = {Julien Mairal and
                  Rodolphe Jenatton and
                  Guillaume Obozinski and
                  Francis R. Bach},
  title        = {Learning Hierarchical and Topographic Dictionaries with Structured
                  Sparsity},
  journal      = {CoRR},
  volume       = {abs/1110.4481},
  year         = {2011},
  url          = {http://arxiv.org/abs/1110.4481},
  eprinttype    = {arXiv},
  eprint       = {1110.4481},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1110-4481.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/MairalBPS10,
  author       = {Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce and
                  Guillermo Sapiro},
  title        = {Online Learning for Matrix Factorization and Sparse Coding},
  journal      = {J. Mach. Learn. Res.},
  volume       = {11},
  pages        = {19--60},
  year         = {2010},
  url          = {https://dl.acm.org/doi/10.5555/1756006.1756008},
  doi          = {10.5555/1756006.1756008},
  timestamp    = {Thu, 02 Jun 2022 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/jmlr/MairalBPS10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pieee/WrightMMSHY10,
  author       = {John Wright and
                  Yi Ma and
                  Julien Mairal and
                  Guillermo Sapiro and
                  Thomas S. Huang and
                  Shuicheng Yan},
  title        = {Sparse Representation for Computer Vision and Pattern Recognition},
  journal      = {Proc. {IEEE}},
  volume       = {98},
  number       = {6},
  pages        = {1031--1044},
  year         = {2010},
  url          = {https://doi.org/10.1109/JPROC.2010.2044470},
  doi          = {10.1109/JPROC.2010.2044470},
  timestamp    = {Mon, 01 May 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/pieee/WrightMMSHY10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/JenattonMOB10,
  author       = {Rodolphe Jenatton and
                  Julien Mairal and
                  Guillaume Obozinski and
                  Francis R. Bach},
  editor       = {Johannes F{\"{u}}rnkranz and
                  Thorsten Joachims},
  title        = {Proximal Methods for Sparse Hierarchical Dictionary Learning},
  booktitle    = {Proceedings of the 27th International Conference on Machine Learning
                  (ICML-10), June 21-24, 2010, Haifa, Israel},
  pages        = {487--494},
  publisher    = {Omnipress},
  year         = {2010},
  url          = {https://icml.cc/Conferences/2010/papers/416.pdf},
  timestamp    = {Wed, 03 Apr 2019 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/icml/JenattonMOB10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MairalJOB10,
  author       = {Julien Mairal and
                  Rodolphe Jenatton and
                  Guillaume Obozinski and
                  Francis R. Bach},
  editor       = {John D. Lafferty and
                  Christopher K. I. Williams and
                  John Shawe{-}Taylor and
                  Richard S. Zemel and
                  Aron Culotta},
  title        = {Network Flow Algorithms for Structured Sparsity},
  booktitle    = {Advances in Neural Information Processing Systems 23: 24th Annual
                  Conference on Neural Information Processing Systems 2010. Proceedings
                  of a meeting held 6-9 December 2010, Vancouver, British Columbia,
                  Canada},
  pages        = {1558--1566},
  publisher    = {Curran Associates, Inc.},
  year         = {2010},
  url          = {https://proceedings.neurips.cc/paper/2010/hash/537d9b6c927223c796cac288cced29df-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MairalJOB10.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1008-5209,
  author       = {Julien Mairal and
                  Rodolphe Jenatton and
                  Guillaume Obozinski and
                  Francis R. Bach},
  title        = {Network Flow Algorithms for Structured Sparsity},
  journal      = {CoRR},
  volume       = {abs/1008.5209},
  year         = {2010},
  url          = {http://arxiv.org/abs/1008.5209},
  eprinttype    = {arXiv},
  eprint       = {1008.5209},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-1008-5209.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/MairalBPSZ09,
  author       = {Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce and
                  Guillermo Sapiro and
                  Andrew Zisserman},
  title        = {Non-local sparse models for image restoration},
  booktitle    = {{IEEE} 12th International Conference on Computer Vision, {ICCV} 2009,
                  Kyoto, Japan, September 27 - October 4, 2009},
  pages        = {2272--2279},
  publisher    = {{IEEE} Computer Society},
  year         = {2009},
  url          = {https://doi.org/10.1109/ICCV.2009.5459452},
  doi          = {10.1109/ICCV.2009.5459452},
  timestamp    = {Thu, 23 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/iccv/MairalBPSZ09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/MairalBPS09,
  author       = {Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce and
                  Guillermo Sapiro},
  editor       = {Andrea Pohoreckyj Danyluk and
                  L{\'{e}}on Bottou and
                  Michael L. Littman},
  title        = {Online dictionary learning for sparse coding},
  booktitle    = {Proceedings of the 26th Annual International Conference on Machine
                  Learning, {ICML} 2009, Montreal, Quebec, Canada, June 14-18, 2009},
  series       = {{ACM} International Conference Proceeding Series},
  volume       = {382},
  pages        = {689--696},
  publisher    = {{ACM}},
  year         = {2009},
  url          = {https://doi.org/10.1145/1553374.1553463},
  doi          = {10.1145/1553374.1553463},
  timestamp    = {Wed, 28 Nov 2018 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/icml/MairalBPS09.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0908-0050,
  author       = {Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce and
                  Guillermo Sapiro},
  title        = {Online Learning for Matrix Factorization and Sparse Coding},
  journal      = {CoRR},
  volume       = {abs/0908.0050},
  year         = {2009},
  url          = {http://arxiv.org/abs/0908.0050},
  eprinttype    = {arXiv},
  eprint       = {0908.0050},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-0908-0050.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mmas/MairalSE08,
  author       = {Julien Mairal and
                  Guillermo Sapiro and
                  Michael Elad},
  title        = {Learning Multiscale Sparse Representations for Image and Video Restoration},
  journal      = {Multiscale Model. Simul.},
  volume       = {7},
  number       = {1},
  pages        = {214--241},
  year         = {2008},
  url          = {https://doi.org/10.1137/070697653},
  doi          = {10.1137/070697653},
  timestamp    = {Tue, 31 Mar 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/mmas/MairalSE08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tip/MairalES08,
  author       = {Julien Mairal and
                  Michael Elad and
                  Guillermo Sapiro},
  title        = {Sparse Representation for Color Image Restoration},
  journal      = {{IEEE} Trans. Image Process.},
  volume       = {17},
  number       = {1},
  pages        = {53--69},
  year         = {2008},
  url          = {https://doi.org/10.1109/TIP.2007.911828},
  doi          = {10.1109/TIP.2007.911828},
  timestamp    = {Sun, 10 May 2020 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/tip/MairalES08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/MairalBPSZ08,
  author       = {Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce and
                  Guillermo Sapiro and
                  Andrew Zisserman},
  title        = {Discriminative learned dictionaries for local image analysis},
  booktitle    = {2008 {IEEE} Computer Society Conference on Computer Vision and Pattern
                  Recognition {(CVPR} 2008), 24-26 June 2008, Anchorage, Alaska, {USA}},
  publisher    = {{IEEE} Computer Society},
  year         = {2008},
  url          = {https://doi.org/10.1109/CVPR.2008.4587652},
  doi          = {10.1109/CVPR.2008.4587652},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/cvpr/MairalBPSZ08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eccv/MairalLBHP08,
  author       = {Julien Mairal and
                  Marius Leordeanu and
                  Francis R. Bach and
                  Martial Hebert and
                  Jean Ponce},
  editor       = {David A. Forsyth and
                  Philip H. S. Torr and
                  Andrew Zisserman},
  title        = {Discriminative Sparse Image Models for Class-Specific Edge Detection
                  and Image Interpretation},
  booktitle    = {Computer Vision - {ECCV} 2008, 10th European Conference on Computer
                  Vision, Marseille, France, October 12-18, 2008, Proceedings, Part
                  {III}},
  series       = {Lecture Notes in Computer Science},
  volume       = {5304},
  pages        = {43--56},
  publisher    = {Springer},
  year         = {2008},
  url          = {https://doi.org/10.1007/978-3-540-88690-7\_4},
  doi          = {10.1007/978-3-540-88690-7\_4},
  timestamp    = {Thu, 27 Jul 2023 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/conf/eccv/MairalLBHP08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/MairalBPSZ08,
  author       = {Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce and
                  Guillermo Sapiro and
                  Andrew Zisserman},
  editor       = {Daphne Koller and
                  Dale Schuurmans and
                  Yoshua Bengio and
                  L{\'{e}}on Bottou},
  title        = {Supervised Dictionary Learning},
  booktitle    = {Advances in Neural Information Processing Systems 21, Proceedings
                  of the Twenty-Second Annual Conference on Neural Information Processing
                  Systems, Vancouver, British Columbia, Canada, December 8-11, 2008},
  pages        = {1033--1040},
  publisher    = {Curran Associates, Inc.},
  year         = {2008},
  url          = {https://proceedings.neurips.cc/paper/2008/hash/c0f168ce8900fa56e57789e2a2f2c9d0-Abstract.html},
  timestamp    = {Mon, 16 May 2022 15:41:51 +0200},
  biburl       = {https://dblp.org/rec/conf/nips/MairalBPSZ08.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0809-3083,
  author       = {Julien Mairal and
                  Francis R. Bach and
                  Jean Ponce and
                  Guillermo Sapiro and
                  Andrew Zisserman},
  title        = {Supervised Dictionary Learning},
  journal      = {CoRR},
  volume       = {abs/0809.3083},
  year         = {2008},
  url          = {http://arxiv.org/abs/0809.3083},
  eprinttype    = {arXiv},
  eprint       = {0809.3083},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-0809-3083.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-0812-1869,
  author       = {Francis R. Bach and
                  Julien Mairal and
                  Jean Ponce},
  title        = {Convex Sparse Matrix Factorizations},
  journal      = {CoRR},
  volume       = {abs/0812.1869},
  year         = {2008},
  url          = {http://arxiv.org/abs/0812.1869},
  eprinttype    = {arXiv},
  eprint       = {0812.1869},
  timestamp    = {Mon, 13 Aug 2018 01:00:00 +0200},
  biburl       = {https://dblp.org/rec/journals/corr/abs-0812-1869.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icip/MairalSE07,
  author       = {Julien Mairal and
                  Guillermo Sapiro and
                  Michael Elad},
  title        = {Multiscale Sparse Image Representationwith Learned Dictionaries},
  booktitle    = {Proceedings of the International Conference on Image Processing, {ICIP}
                  2007, September 16-19, 2007, San Antonio, Texas, {USA}},
  pages        = {105--108},
  publisher    = {{IEEE}},
  year         = {2007},
  url          = {https://doi.org/10.1109/ICIP.2007.4379257},
  doi          = {10.1109/ICIP.2007.4379257},
  timestamp    = {Wed, 16 Oct 2019 14:14:52 +0200},
  biburl       = {https://dblp.org/rec/conf/icip/MairalSE07.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/3dpvt/MairalKC06,
  author       = {Julien Mairal and
                  Renaud Keriven and
                  Alexandre Chariot},
  title        = {Fast and Efficient Dense Variational Stereo on {GPU}},
  booktitle    = {3rd International Symposium on 3D Data Processing, Visualization and
                  Transmission {(3DPVT} 2006), 14-16 June 2006, Chapel Hill, North Carolina,
                  {USA}},
  pages        = {97--104},
  publisher    = {{IEEE} Computer Society},
  year         = {2006},
  url          = {https://doi.org/10.1109/3DPVT.2006.61},
  doi          = {10.1109/3DPVT.2006.61},
  timestamp    = {Fri, 24 Mar 2023 00:00:00 +0100},
  biburl       = {https://dblp.org/rec/conf/3dpvt/MairalKC06.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
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