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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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Exploring Unknown States with Action Balance

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

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Efficient Deep Reinforcement Learning through Policy Transfer

Feb 19, 2020
Tianpei Yang, Jianye Hao, Zhaopeng Meng, Zongzhang Zhang, Weixun Wang, Yujing Hu, Yingfeng Cheng, Changjie Fan, Zhaodong Wang, Jiajie Peng

* Accepted by AAMAS'2020 as an EXTENDED ABSTRACT 

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Multi-Agent Game Abstraction via Graph Attention Neural Network

Nov 25, 2019
Yong Liu, Weixun Wang, Yujing Hu, Jianye Hao, Xingguo Chen, Yang Gao

* Accepted by AAAI2020 

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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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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 to Rank in E-Commerce Search Engine: Formalization, Analysis, and Application

May 23, 2018
Yujing Hu, Qing Da, Anxiang Zeng, Yang Yu, Yinghui Xu

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