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GPN: A Joint Structural Learning Framework for Graph Neural Networks


May 12, 2022
Qianggang Ding , Deheng Ye , Tingyang Xu , Peilin Zhao

* 8 pages 

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MineRL Diamond 2021 Competition: Overview, Results, and Lessons Learned


Feb 17, 2022
Anssi Kanervisto , Stephanie Milani , Karolis Ramanauskas , Nicholay Topin , Zichuan Lin , Junyou Li , Jianing Shi , Deheng Ye , Qiang Fu , Wei Yang , Weijun Hong , Zhongyue Huang , Haicheng Chen , Guangjun Zeng , Yue Lin , Vincent Micheli , Eloi Alonso , François Fleuret , Alexander Nikulin , Yury Belousov , Oleg Svidchenko , Aleksei Shpilman

* Under review for PMLR volume on NeurIPS 2021 competitions 

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JueWu-MC: Playing Minecraft with Sample-efficient Hierarchical Reinforcement Learning


Dec 07, 2021
Zichuan Lin , Junyou Li , Jianing Shi , Deheng Ye , Qiang Fu , Wei Yang

* The champion solution of NeurIPS 2021 MineRL research competition ( https://www.aicrowd.com/challenges/neurips-2021-minerl-diamond-competition/leaderboards

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Coordinated Proximal Policy Optimization


Nov 07, 2021
Zifan Wu , Chao Yu , Deheng Ye , Junge Zhang , Haiyin Piao , Hankz Hankui Zhuo


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Learning Diverse Policies in MOBA Games via Macro-Goals


Oct 27, 2021
Yiming Gao , Bei Shi , Xueying Du , Liang Wang , Guangwei Chen , Zhenjie Lian , Fuhao Qiu , Guoan Han , Weixuan Wang , Deheng Ye , Qiang Fu , Wei Yang , Lanxiao Huang

* Accepted at NeurIPS 2021 

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TiKick: Towards Playing Multi-agent Football Full Games from Single-agent Demonstrations


Oct 19, 2021
Shiyu Huang , Wenze Chen , Longfei Zhang , Ziyang Li , Fengming Zhu , Deheng Ye , Ting Chen , Jun Zhu


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TiKick: Toward Playing Multi-agent Football Full Games from Single-agent Demonstrations


Oct 12, 2021
Shiyu Huang , Wenze Chen , Longfei Zhang , Ziyang Li , Fengming Zhu , Deheng Ye , Ting Chen , Jun Zhu


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Boosting Offline Reinforcement Learning with Residual Generative Modeling


Jun 22, 2021
Hua Wei , Deheng Ye , Zhao Liu , Hao Wu , Bo Yuan , Qiang Fu , Wei Yang , Zhenhui Li

* Accepted by IJCAI 2021, appendix included, 9 pages, 4 figures, 2 tables 

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MapGo: Model-Assisted Policy Optimization for Goal-Oriented Tasks


May 13, 2021
Menghui Zhu , Minghuan Liu , Jian Shen , Zhicheng Zhang , Sheng Chen , Weinan Zhang , Deheng Ye , Yong Yu , Qiang Fu , Wei Yang

* Paper accepted at IJCAI 2021 

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