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Relational Reasoning via Set Transformers: Provable Efficiency and Applications to MARL


Sep 26, 2022
Fengzhuo Zhang, Boyi Liu, Kaixin Wang, Vincent Y. F. Tan, Zhuoran Yang, Zhaoran Wang


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Offline Reinforcement Learning with Instrumental Variables in Confounded Markov Decision Processes


Sep 18, 2022
Zuyue Fu, Zhengling Qi, Zhaoran Wang, Zhuoran Yang, Yanxun Xu, Michael R. Kosorok


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Differentiable Bilevel Programming for Stackelberg Congestion Games


Sep 15, 2022
Jiayang Li, Jing Yu, Qianni Wang, Boyi Liu, Zhaoran Wang, Yu Marco Nie


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Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning


Jul 29, 2022
Shuang Qiu, Lingxiao Wang, Chenjia Bai, Zhuoran Yang, Zhaoran Wang

* ICML 2022 

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Provably Efficient Fictitious Play Policy Optimization for Zero-Sum Markov Games with Structured Transitions


Jul 25, 2022
Shuang Qiu, Xiaohan Wei, Jieping Ye, Zhaoran Wang, Zhuoran Yang

* ICML 2021 

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Federated Offline Reinforcement Learning


Jun 11, 2022
Doudou Zhou, Yufeng Zhang, Aaron Sonabend-W, Zhaoran Wang, Junwei Lu, Tianxi Cai


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RORL: Robust Offline Reinforcement Learning via Conservative Smoothing


Jun 06, 2022
Rui Yang, Chenjia Bai, Xiaoteng Ma, Zhaoran Wang, Chongjie Zhang, Lei Han

* 23 pages, 10 figures 

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Pessimism in the Face of Confounders: Provably Efficient Offline Reinforcement Learning in Partially Observable Markov Decision Processes


May 26, 2022
Miao Lu, Yifei Min, Zhaoran Wang, Zhuoran Yang


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Embed to Control Partially Observed Systems: Representation Learning with Provable Sample Efficiency


May 26, 2022
Lingxiao Wang, Qi Cai, Zhuoran Yang, Zhaoran Wang


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