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Risk-Sensitive Markov Decision Processes with Combined Metrics of Mean and Variance

Aug 09, 2020
Li Xia

* 43 pages, 7 figures 

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SOAC: The Soft Option Actor-Critic Architecture

Jun 25, 2020
Chenghao Li, Xiaoteng Ma, Chongjie Zhang, Jun Yang, Li Xia, Qianchuan Zhao

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Wasserstein Distance guided Adversarial Imitation Learning with Reward Shape Exploration

Jun 05, 2020
Ming Zhang, Yawei Wang, Xiaoteng Ma, Li Xia, Jun Yang, Zhiheng Li, Xiu Li

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Distributional Soft Actor Critic for Risk Sensitive Learning

Apr 30, 2020
Xiaoteng Ma, Qiyuan Zhang, Li Xia, Zhengyuan Zhou, Jun Yang, Qianchuan Zhao

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Multi-action Offline Policy Learning with Bayesian Optimization

Mar 17, 2020
Fang Cai, Zhaonan Qu, Li Xia, Zhengyuan Zhou

* Under review 

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