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EUCLID: Towards Efficient Unsupervised Reinforcement Learning with Multi-choice Dynamics Model


Oct 02, 2022
Yifu Yuan, Jianye Hao, Fei Ni, Yao Mu, Yan Zheng, Yujing Hu, Jinyi Liu, Yingfeng Chen, Changjie Fan

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* 10 pages, 8 figures; 6 pages appendix (2 additional figures) 

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ED2: An Environment Dynamics Decomposition Framework for World Model Construction


Dec 06, 2021
Cong Wang, Tianpei Yang, Jianye Hao, Yan Zheng, Hongyao Tang, Fazl Barez, Jinyi Liu, Jiajie Peng, Haiyin Piao, Zhixiao Sun

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Exploration in Deep Reinforcement Learning: A Comprehensive Survey


Sep 15, 2021
Tianpei Yang, Hongyao Tang, Chenjia Bai, Jinyi Liu, Jianye Hao, Zhaopeng Meng, Peng Liu

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* Repolishment is made, revise some incorrect descriptions 

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