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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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Joint System-Wise Optimization for Pipeline Goal-Oriented Dialog System


Jun 09, 2021
Zichuan Lin, Jing Huang, Bowen Zhou, Xiaodong He, Tengyu Ma

* 13 pages 

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Model-based Adversarial Meta-Reinforcement Learning


Jun 16, 2020
Zichuan Lin, Garrett Thomas, Guangwen Yang, Tengyu Ma

* Code at https://github.com/LinZichuan/AdMRL 

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Fully Parameterized Quantile Function for Distributional Reinforcement Learning


Nov 16, 2019
Derek Yang, Li Zhao, Zichuan Lin, Tao Qin, Jiang Bian, Tieyan Liu


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Distributional Reward Decomposition for Reinforcement Learning


Nov 06, 2019
Zichuan Lin, Li Zhao, Derek Yang, Tao Qin, Guangwen Yang, Tie-Yan Liu

* NeurlPS 2019 

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Episodic Memory Deep Q-Networks


May 19, 2018
Zichuan Lin, Tianqi Zhao, Guangwen Yang, Lintao Zhang

* Accepted by IJCAI 2018 

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