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Stochastic Constrained Contextual Bandits via Lyapunov Optimization Based Estimation to Decision Framework 会议论文
PROCEEDINGS OF MACHINE LEARNING RESEARCH, Edmonton, AB, Canada, June 30, 2024 - July 3, 2024
作者:  Guo, Hengquan;  Liu, Xin
Adobe PDF(1646Kb)  |  收藏  |  浏览/下载：306/3  |  提交时间：2024/10/11
Safe Reinforcement Learning with Instantaneous Constraints: The Role of Aggressive Exploration 会议论文
PROCEEDINGS OF THE AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, Vancouver, BC, Canada, February 20, 2024 - February 27, 2024
作者:  Wei, Honghao;  Liu, Xin;  Ying, Lei
Adobe PDF(518Kb)  |  收藏  |  浏览/下载：390/45  |  提交时间：2024/04/26
Rectified Pessimistic-Optimistic Learning for Stochastic Continuum-armed Bandit with Constraints. 会议论文
LEARNING FOR DYNAMICS AND CONTROL CONFERENCE, VOL 211, Philadelphia, PA, United states, June 15, 2023 - June 16, 2023
作者:  Guo Hengquan;  Zhu Qi;  Liu Xin
Adobe PDF(3079Kb)  |  收藏  |  浏览/下载：364/11  |  提交时间：2023/03/25
Online Nonstochastic Control with Adversarial and Static Constraints 会议论文
PROCEEDINGS OF MACHINE LEARNING RESEARCH, Honolulu, HI, United states, July 23, 2023 - July 29, 2023
作者:  Liu, Xin;  Yang, Zixian;  Ying, Lei
Adobe PDF(1822Kb)  |  收藏  |  浏览/下载：176/0  |  提交时间：2023/11/10
Online Convex Optimization with Hard Constraints: Towards the Best of Two Worlds and Beyond. 会议论文
NEURIPS 2022, New Orleans, LA, United states, November 28, 2022 - December 9, 2022
作者:  Guo Hengquan;  Liu X(刘鑫);  Wei Honghao;  Ying Lei
Adobe PDF(2556Kb)  |  收藏  |  浏览/下载：422/5  |  提交时间：2023/03/25
A Provably-Efficient Model-Free Algorithm for Infinite-Horizon Average-Reward Constrained Markov Decision Processes 会议论文
PROCEEDINGS OF THE 36TH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, AAAI 2022, Virtual, Online, February 22, 2022 - March 1, 2022
作者:  Wei, Honghao;  Liu, Xin;  Ying, Lei
Adobe PDF(450Kb)  |  收藏  |  浏览/下载：245/0  |  提交时间：2023/03/10
Triple-Q: A Model-Free Algorithm for Constrained Reinforcement Learning with Sublinear Regret and Zero Constraint Violation 会议论文
INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 151, null,null,ELECTR NETWORK, MAR 28-30, 2022
作者:  Wei, Honghao;  Liu, Xin;  Ying, Lei
Adobe PDF(3032Kb)  |  收藏  |  浏览/下载：360/0  |  提交时间：2022/08/23
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