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Samuel Sokota

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Neural Functional Transformers

May 22, 2023
Allan Zhou, Kaien Yang, Yiding Jiang, Kaylee Burns, Winnie Xu, Samuel Sokota, J. Zico Kolter, Chelsea Finn

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The Update Equivalence Framework for Decision-Time Planning

Apr 25, 2023
Samuel Sokota, Gabriele Farina, David J. Wu, Hengyuan Hu, Kevin A. Wang, J. Zico Kolter, Noam Brown

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Cheap Talk Discovery and Utilization in Multi-Agent Reinforcement Learning

Mar 19, 2023
Yat Long Lo, Christian Schroeder de Witt, Samuel Sokota, Jakob Nicolaus Foerster, Shimon Whiteson

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Permutation Equivariant Neural Functionals

Feb 27, 2023
Allan Zhou, Kaien Yang, Kaylee Burns, Yiding Jiang, Samuel Sokota, J. Zico Kolter, Chelsea Finn

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Abstracting Imperfect Information Away from Two-Player Zero-Sum Games

Jan 22, 2023
Samuel Sokota, Ryan D'Orazio, Chun Kai Ling, David J. Wu, J. Zico Kolter, Noam Brown

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Perfectly Secure Steganography Using Minimum Entropy Coupling

Oct 24, 2022
Christian Schroeder de Witt, Samuel Sokota, J. Zico Kolter, Jakob Foerster, Martin Strohmeier

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A Unified Approach to Reinforcement Learning, Quantal Response Equilibria, and Two-Player Zero-Sum Games

Jun 12, 2022
Samuel Sokota, Ryan D'Orazio, J. Zico Kolter, Nicolas Loizou, Marc Lanctot, Ioannis Mitliagkas, Noam Brown, Christian Kroer

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Learning to Coordinate with Humans using Action Features

Jan 29, 2022
Mingwei Ma, Jizhou Liu, Samuel Sokota, Max Kleiman-Weiner, Jakob Foerster

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Implicit Communication as Minimum Entropy Coupling

Jul 17, 2021
Samuel Sokota, Christian Schroeder de Witt, Maximilian Igl, Luisa Zintgraf, Philip Torr, Shimon Whiteson, Jakob Foerster

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Solving Common-Payoff Games with Approximate Policy Iteration

Jan 11, 2021
Samuel Sokota, Edward Lockhart, Finbarr Timbers, Elnaz Davoodi, Ryan D'Orazio, Neil Burch, Martin Schmid, Michael Bowling, Marc Lanctot

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