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Flow to Control: Offline Reinforcement Learning with Lossless Primitive Discovery


Dec 02, 2022
Yiqin Yang, Hao Hu, Wenzhe Li, Siyuan Li, Jun Yang, Qianchuan Zhao, Chongjie Zhang

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* published on AAAI2023 
* 13pages 

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Distributionally Robust Offline Reinforcement Learning with Linear Function Approximation


Sep 29, 2022
Xiaoteng Ma, Zhipeng Liang, Jose Blanchet, Mingwen Liu, Li Xia, Jiheng Zhang, Qianchuan Zhao, Zhengyuan Zhou

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* First two authors contribute equally 

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Mean-Semivariance Policy Optimization via Risk-Averse Reinforcement Learning


Jun 15, 2022
Xiaoteng Ma, Shuai Ma, Li Xia, Qianchuan Zhao

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On the Role of Discount Factor in Offline Reinforcement Learning


Jun 15, 2022
Hao Hu, Yiqin Yang, Qianchuan Zhao, Chongjie Zhang

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* Thirty-ninth International Conference on Machine Learning 

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Offline Reinforcement Learning with Value-based Episodic Memory


Oct 19, 2021
Xiaoteng Ma, Yiqin Yang, Hao Hu, Qihan Liu, Jun Yang, Chongjie Zhang, Qianchuan Zhao, Bin Liang

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MGPSN: Motion-Guided Pseudo Siamese Network for Indoor Video Head Detection


Oct 07, 2021
Kailai Sun, Xiaoteng Ma, Qianchuan Zhao, Peng Liu

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Average-Reward Reinforcement Learning with Trust Region Methods


Jun 07, 2021
Xiaoteng Ma, Xiaohang Tang, Li Xia, Jun Yang, Qianchuan Zhao

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* Accepted by IJCAI2021 

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Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning


Jun 07, 2021
Yiqin Yang, Xiaoteng Ma, Chenghao Li, Zewu Zheng, Qiyuan Zhang, Gao Huang, Jun Yang, Qianchuan Zhao

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* The first two authors contributed equally to the work 

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