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Constrained Decision Transformer for Offline Safe Reinforcement Learning


Feb 14, 2023
Zuxin Liu, Zijian Guo, Yihang Yao, Zhepeng Cen, Wenhao Yu, Tingnan Zhang, Ding Zhao

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* 15 pages, 7 figures 

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Trustworthy Reinforcement Learning Against Intrinsic Vulnerabilities: Robustness, Safety, and Generalizability


Sep 16, 2022
Mengdi Xu, Zuxin Liu, Peide Huang, Wenhao Ding, Zhepeng Cen, Bo Li, Ding Zhao

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* 36 pages, 5 figures 

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On the Robustness of Safe Reinforcement Learning under Observational Perturbations


May 29, 2022
Zuxin Liu, Zijian Guo, Zhepeng Cen, Huan Zhang, Jie Tan, Bo Li, Ding Zhao

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* 27 pages, 3 figures, 3 tables 

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Test Against High-Dimensional Uncertainties: Accelerated Evaluation of Autonomous Vehicles with Deep Importance Sampling


Apr 06, 2022
Mansur Arief, Zhepeng Cen, Zhenyuan Liu, Zhiyuang Huang, Henry Lam, Bo Li, Ding Zhao

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Constrained Variational Policy Optimization for Safe Reinforcement Learning


Jan 28, 2022
Zuxin Liu, Zhepeng Cen, Vladislav Isenbaev, Wei Liu, Zhiwei Steven Wu, Bo Li, Ding Zhao

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* 22 pages, 12 figures. Under review 

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Will This Idea Spread Beyond Academia? Understanding Knowledge Transfer of Scientific Concepts across Text Corpora


Oct 13, 2020
Hancheng Cao, Mengjie Cheng, Zhepeng Cen, Daniel A. McFarland, Xiang Ren

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* EMNLP 2020 Findings 

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