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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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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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LINDA: Multi-Agent Local Information Decomposition for Awareness of Teammates


Oct 15, 2021
Jiahan Cao, Lei Yuan, Jianhao Wang, Shaowei Zhang, Chongjie Zhang, Yang Yu, De-Chuan Zhan

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Offline Reinforcement Learning with Reverse Model-based Imagination


Oct 01, 2021
Jianhao Wang, Wenzhe Li, Haozhe Jiang, Guangxiang Zhu, Siyuan Li, Chongjie Zhang

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Efficient Hierarchical Exploration with Stable Subgoal Representation Learning


May 31, 2021
Siyuan Li, Jin Zhang, Jianhao Wang, Chongjie Zhang

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QPLEX: Duplex Dueling Multi-Agent Q-Learning


Aug 03, 2020
Jianhao Wang, Zhizhou Ren, Terry Liu, Yang Yu, Chongjie Zhang

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Towards Understanding Linear Value Decomposition in Cooperative Multi-Agent Q-Learning


Jun 23, 2020
Jianhao Wang, Zhizhou Ren, Beining Han, Chongjie Zhang

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Learn to Effectively Explore in Context-Based Meta-RL


Jun 15, 2020
Jin Zhang, Jianhao Wang, Hao Hu, Yingfeng Chen, Changjie Fan, Chongjie Zhang

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* Committed to NeurIPS 2020 

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