Bridging Distributional and Risk-sensitive Reinforcement Learning with Provable Regret Bounds

25 October 2022

Papers citing "Bridging Distributional and Risk-sensitive Reinforcement Learning with Provable Regret Bounds"

14 / 14 papers shown

Title
Beyond CVaR: Leveraging Static Spectral Risk Measures for Enhanced Decision-Making in Distributional Reinforcement Learning Mehrdad Moghimi Hyejin Ku OffRL 33 0 0 03 Jan 2025
Bellman Unbiasedness: Toward Provably Efficient Distributional Reinforcement Learning with General Value Function Approximation Taehyun Cho Seung Han Kyungjae Lee Seokhun Ju Dohyeong Kim Jungwoo Lee 59 0 0 31 Jul 2024
Pessimism Meets Risk: Risk-Sensitive Offline Reinforcement Learning Dake Zhang Boxiang Lyu Shuang Qiu Mladen Kolar Tong Zhang OffRL 23 0 0 10 Jul 2024
Provable Risk-Sensitive Distributional Reinforcement Learning with General Function Approximation Yu Chen Xiangcheng Zhang Siwei Wang Longbo Huang 23 3 0 28 Feb 2024
Near-Minimax-Optimal Distributional Reinforcement Learning with a Generative Model Mark Rowland Wenliang Kevin Li Rémi Munos Clare Lyle Yunhao Tang Will Dabney OOD OffRL 20 1 0 12 Feb 2024
Q-Star Meets Scalable Posterior Sampling: Bridging Theory and Practice via HyperAgent Yingru Li Jiawei Xu Lei Han Zhi-Quan Luo BDL OffRL 10 6 0 05 Feb 2024
Risk-sensitive Markov Decision Process and Learning under General Utility Functions Zhengqi Wu Renyuan Xu 22 3 0 22 Nov 2023
Beyond Average Return in Markov Decision Processes Alexandre Marthe Aurélien Garivier Claire Vernade 19 4 0 31 Oct 2023
Regret Bounds for Risk-sensitive Reinforcement Learning with Lipschitz Dynamic Risk Measures Hao Liang Zhihui Luo 14 4 0 04 Jun 2023
Policy Evaluation in Distributional LQR Zifan Wang Yulong Gao Si Wang Michael M. Zavlanos Alessandro Abate Karl H. Johansson OffRL 13 3 0 23 Mar 2023
Near-Minimax-Optimal Risk-Sensitive Reinforcement Learning with CVaR Kaiwen Wang Nathan Kallus Wen Sun 89 18 0 07 Feb 2023
Regret Bounds for Markov Decision Processes with Recursive Optimized Certainty Equivalents Wenkun Xu Xuefeng Gao X. He 17 10 0 30 Jan 2023
Exponential Bellman Equation and Improved Regret Bounds for Risk-Sensitive Reinforcement Learning Yingjie Fei Zhuoran Yang Yudong Chen Zhaoran Wang 21 46 0 06 Nov 2021
Conservative Offline Distributional Reinforcement Learning Yecheng Jason Ma Dinesh Jayaraman Osbert Bastani OffRL 62 77 0 12 Jul 2021