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Representation Learning for General-sum Low-rank Markov Games


Oct 30, 2022
Chengzhuo Ni, Yuda Song, Xuezhou Zhang, Chi Jin, Mengdi Wang

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Provable Sim-to-real Transfer in Continuous Domain with Partial Observations


Oct 27, 2022
Jiachen Hu, Han Zhong, Chi Jin, Liwei Wang

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Learning Rationalizable Equilibria in Multiplayer Games


Oct 20, 2022
Yuanhao Wang, Dingwen Kong, Yu Bai, Chi Jin

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* 33 pages 

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Optimistic MLE -- A Generic Model-based Algorithm for Partially Observable Sequential Decision Making


Sep 29, 2022
Qinghua Liu, Praneeth Netrapalli, Csaba Szepesvari, Chi Jin

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Faster federated optimization under second-order similarity


Sep 06, 2022
Ahmed Khaled, Chi Jin

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A Deep Reinforcement Learning Approach for Finding Non-Exploitable Strategies in Two-Player Atari Games


Jul 18, 2022
Zihan Ding, Dijia Su, Qinghua Liu, Chi Jin

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Sample-Efficient Reinforcement Learning of Partially Observable Markov Games


Jun 02, 2022
Qinghua Liu, Csaba Szepesvári, Chi Jin

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Efficient $Φ$-Regret Minimization in Extensive-Form Games via Online Mirror Descent


Jun 02, 2022
Yu Bai, Chi Jin, Song Mei, Ziang Song, Tiancheng Yu

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When Is Partially Observable Reinforcement Learning Not Scary?


Apr 19, 2022
Qinghua Liu, Alan Chung, Csaba Szepesvári, Chi Jin

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