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Extragradient with Positive Momentum is Optimal for Games with Cross-Shaped Jacobian Spectrum


Nov 09, 2022
Junhyung Lyle Kim, Gauthier Gidel, Anastasios Kyrillidis, Fabian Pedregosa


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Nesterov Meets Optimism: Rate-Optimal Optimistic-Gradient-Based Method for Stochastic Bilinearly-Coupled Minimax Optimization


Oct 31, 2022
Chris Junchi Li, Angela Yuan, Gauthier Gidel, Michael I. Jordan

* 37 pages 

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Dissecting adaptive methods in GANs


Oct 09, 2022
Samy Jelassi, David Dobre, Arthur Mensch, Yuanzhi Li, Gauthier Gidel


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The Curse of Unrolling: Rate of Differentiating Through Optimization


Sep 27, 2022
Damien Scieur, Quentin Bertrand, Gauthier Gidel, Fabian Pedregosa


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Proceedings of the ICML 2022 Expressive Vocalizations Workshop and Competition: Recognizing, Generating, and Personalizing Vocal Bursts


Jul 14, 2022
Alice Baird, Panagiotis Tzirakis, Gauthier Gidel, Marco Jiralerspong, Eilif B. Muller, Kory Mathewson, Björn Schuller, Erik Cambria, Dacher Keltner, Alan Cowen


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Generating Diverse Vocal Bursts with StyleGAN2 and MEL-Spectrograms


Jun 25, 2022
Marco Jiralerspong, Gauthier Gidel

* To be published at the ICML Expressive Vocalizations Workshop and Competition (ExVo Generate) held in conjunction with the 39th International Conference on Machine Learning 

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Only Tails Matter: Average-Case Universality and Robustness in the Convex Regime


Jun 22, 2022
Leonardo Cunha, Gauthier Gidel, Fabian Pedregosa, Damien Scieur, Courtney Paquette

* To be published in ICML 2022 

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On the Limitations of Elo: Real-World Games, are Transitive, not Additive


Jun 21, 2022
Quentin Bertrand, Wojciech Marian Czarnecki, Gauthier Gidel


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Optimal Extragradient-Based Bilinearly-Coupled Saddle-Point Optimization


Jun 17, 2022
Simon S. Du, Gauthier Gidel, Michael I. Jordan, Chris Junchi Li


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A General Framework For Proving The Equivariant Strong Lottery Ticket Hypothesis


Jun 09, 2022
Damien Ferbach, Christos Tsirigotis, Gauthier Gidel, Avishek, Bose

* Preprint 

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