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Generalization in Mean Field Games by Learning Master Policies


Sep 20, 2021
Sarah Perrin, Mathieu Lauri√®re, Julien P√©rolat, Romuald √Člie, Matthieu Geist, Olivier Pietquin


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Learning Natural Language Generation from Scratch


Sep 20, 2021
Alice Martin Donati, Guillaume Quispe, Charles Ollion, Sylvain Le Corff, Florian Strub, Olivier Pietquin


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Implicitly Regularized RL with Implicit Q-Values


Aug 16, 2021
Nino Vieillard, Marcin Andrychowicz, Anton Raichuk, Olivier Pietquin, Matthieu Geist


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Offline Reinforcement Learning as Anti-Exploration


Jun 11, 2021
Shideh Rezaeifar, Robert Dadashi, Nino Vieillard, Léonard Hussenot, Olivier Bachem, Olivier Pietquin, Matthieu Geist


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There Is No Turning Back: A Self-Supervised Approach for Reversibility-Aware Reinforcement Learning


Jun 09, 2021
Nathan Grinsztajn, Johan Ferret, Olivier Pietquin, Philippe Preux, Matthieu Geist


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Concave Utility Reinforcement Learning: the Mean-field Game viewpoint


Jun 09, 2021
Matthieu Geist, Julien Pérolat, Mathieu Laurière, Romuald Elie, Sarah Perrin, Olivier Bachem, Rémi Munos, Olivier Pietquin


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What Matters for Adversarial Imitation Learning?


Jun 01, 2021
Manu Orsini, Anton Raichuk, Léonard Hussenot, Damien Vincent, Robert Dadashi, Sertan Girgin, Matthieu Geist, Olivier Bachem, Olivier Pietquin, Marcin Andrychowicz


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Don't Do What Doesn't Matter: Intrinsic Motivation with Action Usefulness


May 31, 2021
Mathieu Seurin, Florian Strub, Philippe Preux, Olivier Pietquin

* Accepted at Internationnal Joint Conference on Artificial Intelligence (IJCAI'21) and Self-Supervision for Reinforcement Learning Workshop (SSL-RL @ICLR'21) 

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Hyperparameter Selection for Imitation Learning


May 25, 2021
Leonard Hussenot, Marcin Andrychowicz, Damien Vincent, Robert Dadashi, Anton Raichuk, Lukasz Stafiniak, Sertan Girgin, Raphael Marinier, Nikola Momchev, Sabela Ramos, Manu Orsini, Olivier Bachem, Matthieu Geist, Olivier Pietquin

* ICML 2021 

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Mean Field Games Flock! The Reinforcement Learning Way


May 17, 2021
Sarah Perrin, Mathieu Lauri√®re, Julien P√©rolat, Matthieu Geist, Romuald √Člie, Olivier Pietquin


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Offline Reinforcement Learning with Pseudometric Learning


Mar 02, 2021
Robert Dadashi, Shideh Rezaeifar, Nino Vieillard, Léonard Hussenot, Olivier Pietquin, Matthieu Geist


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Scaling up Mean Field Games with Online Mirror Descent


Feb 28, 2021
Julien Perolat, Sarah Perrin, Romuald Elie, Mathieu Laurière, Georgios Piliouras, Matthieu Geist, Karl Tuyls, Olivier Pietquin


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Adversarially Guided Actor-Critic


Feb 08, 2021
Yannis Flet-Berliac, Johan Ferret, Olivier Pietquin, Philippe Preux, Matthieu Geist

* Accepted at ICLR 2021 

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Self-Imitation Advantage Learning


Dec 22, 2020
Johan Ferret, Olivier Pietquin, Matthieu Geist

* AAMAS 2021 

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Learning from Heterogeneous EEG Signals with Differentiable Channel Reordering


Oct 21, 2020
Aaqib Saeed, David Grangier, Olivier Pietquin, Neil Zeghidour


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Supervised Seeded Iterated Learning for Interactive Language Learning


Oct 06, 2020
Yuchen Lu, Soumye Singhal, Florian Strub, Olivier Pietquin, Aaron Courville


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A Machine of Few Words -- Interactive Speaker Recognition with Reinforcement Learning


Aug 07, 2020
Mathieu Seurin, Florian Strub, Philippe Preux, Olivier Pietquin


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Munchausen Reinforcement Learning


Jul 28, 2020
Nino Vieillard, Olivier Pietquin, Matthieu Geist


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The Monte Carlo Transformer: a stochastic self-attention model for sequence prediction


Jul 15, 2020
Alice Martin, Charles Ollion, Florian Strub, Sylvain Le Corff, Olivier Pietquin


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Fictitious Play for Mean Field Games: Continuous Time Analysis and Applications


Jul 05, 2020
Sarah Perrin, Julien Perolat, Mathieu Laurière, Matthieu Geist, Romuald Elie, Olivier Pietquin


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Show me the Way: Intrinsic Motivation from Demonstrations


Jun 23, 2020
Léonard Hussenot, Robert Dadashi, Matthieu Geist, Olivier Pietquin


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Reinforcement Learning


Jun 13, 2020
Olivier Buffet, Olivier Pietquin, Paul Weng

* Chapter in "A Guided Tour of Artificial Intelligence Research", Springer 

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What Matters In On-Policy Reinforcement Learning? A Large-Scale Empirical Study


Jun 10, 2020
Marcin Andrychowicz, Anton Raichuk, Piotr StaŇĄczyk, Manu Orsini, Sertan Girgin, Raphael Marinier, L√©onard Hussenot, Matthieu Geist, Olivier Pietquin, Marcin Michalski, Sylvain Gelly, Olivier Bachem


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Primal Wasserstein Imitation Learning


Jun 08, 2020
Robert Dadashi, Léonard Hussenot, Matthieu Geist, Olivier Pietquin


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Leverage the Average: an Analysis of Regularization in RL


Apr 10, 2020
Nino Vieillard, Tadashi Kozuno, Bruno Scherrer, Olivier Pietquin, Rémi Munos, Matthieu Geist


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Countering Language Drift with Seeded Iterated Learning


Apr 06, 2020
Yuchen Lu, Soumye Singhal, Florian Strub, Olivier Pietquin, Aaron Courville


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