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Game Theoretic Rating in N-player general-sum games with Equilibria


Oct 05, 2022
Luke Marris, Marc Lanctot, Ian Gemp, Shayegan Omidshafiei, Stephen McAleer, Jerome Connor, Karl Tuyls, Thore Graepel

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Reducing Variance in Temporal-Difference Value Estimation via Ensemble of Deep Networks


Sep 16, 2022
Litian Liang, Yaosheng Xu, Stephen McAleer, Dailin Hu, Alexander Ihler, Pieter Abbeel, Roy Fox

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* ICML 2022 

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Feasible Adversarial Robust Reinforcement Learning for Underspecified Environments


Jul 19, 2022
JB Lanier, Stephen McAleer, Pierre Baldi, Roy Fox

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Self-Play PSRO: Toward Optimal Populations in Two-Player Zero-Sum Games


Jul 13, 2022
Stephen McAleer, JB Lanier, Kevin Wang, Pierre Baldi, Roy Fox, Tuomas Sandholm

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Mastering the Game of Stratego with Model-Free Multiagent Reinforcement Learning


Jun 30, 2022
Julien Perolat, Bart de Vylder, Daniel Hennes, Eugene Tarassov, Florian Strub, Vincent de Boer, Paul Muller, Jerome T. Connor, Neil Burch, Thomas Anthony, Stephen McAleer, Romuald Elie, Sarah H. Cen, Zhe Wang, Audrunas Gruslys, Aleksandra Malysheva, Mina Khan, Sherjil Ozair, Finbarr Timbers, Toby Pohlen, Tom Eccles, Mark Rowland, Marc Lanctot, Jean-Baptiste Lespiau, Bilal Piot, Shayegan Omidshafiei, Edward Lockhart, Laurent Sifre, Nathalie Beauguerlange, Remi Munos, David Silver, Satinder Singh, Demis Hassabis, Karl Tuyls

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ESCHER: Eschewing Importance Sampling in Games by Computing a History Value Function to Estimate Regret


Jun 08, 2022
Stephen McAleer, Gabriele Farina, Marc Lanctot, Tuomas Sandholm

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Learning Risk-Averse Equilibria in Multi-Agent Systems


May 30, 2022
Oliver Slumbers, David Henry Mguni, Stephen McAleer, Jun Wang, Yaodong Yang

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Anytime PSRO for Two-Player Zero-Sum Games


Jan 28, 2022
Stephen McAleer, Kevin Wang, John Lanier, Marc Lanctot, Pierre Baldi, Tuomas Sandholm, Roy Fox

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* Published in AAAI Reinforcement Learning in Games Workshop 

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Anytime Optimal PSRO for Two-Player Zero-Sum Games


Jan 19, 2022
Stephen McAleer, Kevin Wang, Marc Lanctot, John Lanier, Pierre Baldi, Roy Fox

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* Published in AAAI Reinforcement Learning in Games Workshop 

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Target Entropy Annealing for Discrete Soft Actor-Critic


Dec 06, 2021
Yaosheng Xu, Dailin Hu, Litian Liang, Stephen McAleer, Pieter Abbeel, Roy Fox

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* neurips 2021 deep rl workshop 

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