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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

* Thirty-ninth International Conference on Machine Learning 

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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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Latent-Variable Advantage-Weighted Policy Optimization for Offline RL


Mar 16, 2022
Xi Chen, Ali Ghadirzadeh, Tianhe Yu, Yuan Gao, Jianhao Wang, Wenzhe Li, Bin Liang, Chelsea Finn, Chongjie Zhang


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Multi-Agent Policy Transfer via Task Relationship Modeling


Mar 09, 2022
Rongjun Qin, Feng Chen, Tonghan Wang, Lei Yuan, Xiaoran Wu, Zongzhang Zhang, Chongjie Zhang, Yang Yu


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Rethinking Goal-conditioned Supervised Learning and Its Connection to Offline RL


Feb 14, 2022
Rui Yang, Yiming Lu, Wenzhe Li, Hao Sun, Meng Fang, Yali Du, Xiu Li, Lei Han, Chongjie Zhang

* Accepted by International Conference on Learning Representations (ICLR) 2022 

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MOORe: Model-based Offline-to-Online Reinforcement Learning


Jan 25, 2022
Yihuan Mao, Chao Wang, Bin Wang, Chongjie Zhang


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Self-Organized Polynomial-Time Coordination Graphs


Dec 07, 2021
Qianlan Yang, Weijun Dong, Zhizhou Ren, Jianhao Wang, Tonghan Wang, Chongjie Zhang


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Episodic Multi-agent Reinforcement Learning with Curiosity-Driven Exploration


Nov 22, 2021
Lulu Zheng, Jiarui Chen, Jianhao Wang, Jiamin He, Yujing Hu, Yingfeng Chen, Changjie Fan, Yang Gao, Chongjie Zhang


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