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Unifying Behavioral and Response Diversity for Open-ended Learning in Zero-sum Games


Jun 10, 2021
Xiangyu Liu, Hangtian Jia, Ying Wen, Yaodong Yang, Yujing Hu, Yingfeng Chen, Changjie Fan, Zhipeng Hu

* We investigate a new perspective on unifying diversity measures for open-ended learning in zero-sum games, which shapes an auto-curriculum to induce diverse yet effective behaviors 

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Fever Basketball: A Complex, Flexible, and Asynchronized Sports Game Environment for Multi-agent Reinforcement Learning


Dec 06, 2020
Hangtian Jia, Yujing Hu, Yingfeng Chen, Chunxu Ren, Tangjie Lv, Changjie Fan, Chongjie Zhang

* 7 pages,12 figures 

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Learning to Utilize Shaping Rewards: A New Approach of Reward Shaping


Nov 05, 2020
Yujing Hu, Weixun Wang, Hangtian Jia, Yixiang Wang, Yingfeng Chen, Jianye Hao, Feng Wu, Changjie Fan

* Accepted by NeurIPS2020 

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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

* Committed to NeurIPS 2020 

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Exploring Unknown States with Action Balance


Mar 10, 2020
Yan Song, Yingfeng Chen, Yujing Hu, Changjie Fan


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From Few to More: Large-scale Dynamic Multiagent Curriculum Learning


Sep 06, 2019
Weixun Wang, Tianpei Yang, Yong Liu, Jianye Hao, Xiaotian Hao, Yujing Hu, Yingfeng Chen, Changjie Fan, Yang Gao


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Learning Action-Transferable Policy with Action Embedding


Sep 06, 2019
Yu Chen, Yingfeng Chen, Yu Yang, Ying Li, Jianwei Yin, Changjie Fan


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Action Semantics Network: Considering the Effects of Actions in Multiagent Systems


Jul 26, 2019
Weixun Wang, Tianpei Yang Yong Liu, Jianye Hao, Xiaotian Hao, Yujing Hu, Yingfeng Chen, Changjie Fan, Yang Gao


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Reinforcement Learning Experience Reuse with Policy Residual Representation


May 31, 2019
Wen-Ji Zhou, Yang Yu, Yingfeng Chen, Kai Guan, Tangjie Lv, Changjie Fan, Zhi-Hua Zhou

* Conference version appears in IJCAI 2019 

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Deep Multi-Agent Reinforcement Learning with Discrete-Continuous Hybrid Action Spaces


Mar 12, 2019
Haotian Fu, Hongyao Tang, Jianye Hao, Zihan Lei, Yingfeng Chen, Changjie Fan


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Hierarchical Deep Multiagent Reinforcement Learning


Sep 25, 2018
Hongyao Tang, Jianye Hao, Tangjie Lv, Yingfeng Chen, Zongzhang Zhang, Hangtian Jia, Chunxu Ren, Yan Zheng, Changjie Fan, Li Wang


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