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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

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* ICML 2022 

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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

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* 23 pages, 10 figures 

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Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning


Feb 23, 2022
Chenjia Bai, Lingxiao Wang, Zhuoran Yang, Zhihong Deng, Animesh Garg, Peng Liu, Zhaoran Wang

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* ICLR 2022 

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Dynamic Bottleneck for Robust Self-Supervised Exploration


Oct 25, 2021
Chenjia Bai, Lingxiao Wang, Lei Han, Animesh Garg, Jianye Hao, Peng Liu, Zhaoran Wang

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* NeurIPS 2021 

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SCORE: Spurious COrrelation REduction for Offline Reinforcement Learning


Oct 24, 2021
Zhihong Deng, Zuyue Fu, Lingxiao Wang, Zhuoran Yang, Chenjia Bai, Zhaoran Wang, Jing Jiang

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Exploration in Deep Reinforcement Learning: A Comprehensive Survey


Sep 15, 2021
Tianpei Yang, Hongyao Tang, Chenjia Bai, Jinyi Liu, Jianye Hao, Zhaopeng Meng, Peng Liu

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* Repolishment is made, revise some incorrect descriptions 

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Principled Exploration via Optimistic Bootstrapping and Backward Induction


May 17, 2021
Chenjia Bai, Lingxiao Wang, Lei Han, Jianye Hao, Animesh Garg, Peng Liu, Zhaoran Wang

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* ICML 2021 

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Variational Dynamic for Self-Supervised Exploration in Deep Reinforcement Learning


Oct 17, 2020
Chenjia Bai, Peng Liu, Zhaoran Wang, Kaiyu Liu, Lingxiao Wang, Yingnan Zhao

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* associated videos at https://sites.google.com/view/exploration-vdm 

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