Provably Efficient Risk-Sensitive Reinforcement Learning: Iterated CVaR
and Worst Path

Provably Efficient Risk-Sensitive Reinforcement Learning: Iterated CVaR and Worst Path

6 June 2022

Papers citing "Provably Efficient Risk-Sensitive Reinforcement Learning: Iterated CVaR and Worst Path"

13 / 13 papers shown

Title
Risk-sensitive Reinforcement Learning Based on Convex Scoring Functions Shanyu Han Yang Liu Xiang Yu 42 0 0 07 May 2025
Near-Optimal Sample Complexity for Iterated CVaR Reinforcement Learning with a Generative Model Zilong Deng Simon Khan Shaofeng Zou 54 0 0 11 Mar 2025
Pessimism Meets Risk: Risk-Sensitive Offline Reinforcement Learning Dake Zhang Boxiang Lyu Shuang Qiu Mladen Kolar Tong Zhang OffRL 38 0 0 10 Jul 2024
Efficient and Sharp Off-Policy Evaluation in Robust Markov Decision Processes Andrew Bennett Nathan Kallus M. Oprescu Wen Sun Kaiwen Wang AAML OffRL 50 1 0 29 Mar 2024
A Simple Mixture Policy Parameterization for Improving Sample Efficiency of CVaR Optimization Yudong Luo Yangchen Pan Han Wang Philip H. S. Torr Pascal Poupart 42 3 0 17 Mar 2024
Provable Risk-Sensitive Distributional Reinforcement Learning with General Function Approximation Yu Chen Xiangcheng Zhang Siwei Wang Longbo Huang 39 3 0 28 Feb 2024
Provably Efficient Partially Observable Risk-Sensitive Reinforcement Learning with Hindsight Observation Tonghe Zhang Yu Chen Longbo Huang 41 0 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 30 1 0 12 Feb 2024
Provably Efficient CVaR RL in Low-rank MDPs Yulai Zhao Wenhao Zhan Xiaoyan Hu Ho-fung Leung Farzan Farnia Wen Sun Jason D. Lee 29 4 0 20 Nov 2023
Provably Efficient Iterated CVaR Reinforcement Learning with Function Approximation and Human Feedback Yu Chen Yihan Du Pihe Hu Si-Yi Wang De-hui Wu Longbo Huang 24 6 0 06 Jul 2023
Regret Bounds for Risk-sensitive Reinforcement Learning with Lipschitz Dynamic Risk Measures Hao Liang Zhihui Luo 23 4 0 04 Jun 2023
Exponential Bellman Equation and Improved Regret Bounds for Risk-Sensitive Reinforcement Learning Yingjie Fei Zhuoran Yang Yudong Chen Zhaoran Wang 39 46 0 06 Nov 2021
Risk-Sensitive and Robust Decision-Making: a CVaR Optimization Approach Yinlam Chow Aviv Tamar Shie Mannor Marco Pavone 67 310 0 06 Jun 2015