Risk-Sensitive Reinforcement Learning: Near-Optimal Risk-Sample Tradeoff
in Regret

Risk-Sensitive Reinforcement Learning: Near-Optimal Risk-Sample Tradeoff in Regret

22 June 2020

Papers citing "Risk-Sensitive Reinforcement Learning: Near-Optimal Risk-Sample Tradeoff in Regret"

16 / 16 papers shown

Title
Risk-sensitive Reinforcement Learning Based on Convex Scoring Functions Shanyu Han Yang Liu Xiang Yu 42 0 0 07 May 2025
Investigating the Impact of Model Complexity in Large Language Models Jing Luo Huiyuan Wang Weiran Huang 39 0 0 01 Oct 2024
Policy Gradient Methods for Risk-Sensitive Distributional Reinforcement Learning with Provable Convergence Minheng Xiao Xian Yu Lei Ying 40 2 0 23 May 2024
Towards Efficient Risk-Sensitive Policy Gradient: An Iteration Complexity Analysis Rui Liu Erfaun Noorani Pratap Tokekar John S. Baras 28 1 0 13 Mar 2024
Provable Risk-Sensitive Distributional Reinforcement Learning with General Function Approximation Yu Chen Xiangcheng Zhang Siwei Wang Longbo Huang 42 3 0 28 Feb 2024
Reinforcement Learning with Human Feedback: Learning Dynamic Choices via Pessimism Zihao Li Zhuoran Yang Mengdi Wang OffRL 29 54 0 29 May 2023
Near-Minimax-Optimal Risk-Sensitive Reinforcement Learning with CVaR Kaiwen Wang Nathan Kallus Wen Sun 107 18 0 07 Feb 2023
RASR: Risk-Averse Soft-Robust MDPs with EVaR and Entropic Risk J. Hau Marek Petrik Mohammad Ghavamzadeh R. Russel 32 5 0 09 Sep 2022
Provably Efficient Risk-Sensitive Reinforcement Learning: Iterated CVaR and Worst Path Yihan Du Siwei Wang Longbo Huang OOD 24 13 0 06 Jun 2022
Learn to Match with No Regret: Reinforcement Learning in Markov Matching Markets Yifei Min Tianhao Wang Ruitu Xu Zhaoran Wang Michael I. Jordan Zhuoran Yang 33 21 0 07 Mar 2022
Recent Advances in Reinforcement Learning in Finance B. Hambly Renyuan Xu Huining Yang OffRL 27 166 0 08 Dec 2021
Exponential Bellman Equation and Improved Regret Bounds for Risk-Sensitive Reinforcement Learning Yingjie Fei Zhuoran Yang Yudong Chen Zhaoran Wang 41 46 0 06 Nov 2021
Learning Stochastic Shortest Path with Linear Function Approximation Steffen Czolbe Jiafan He Adrian V. Dalca Quanquan Gu 39 30 0 25 Oct 2021
Robust Risk-Aware Reinforcement Learning S. Jaimungal Silvana M. Pesenti Ye Wang Hariom Tatsat 38 32 0 23 Aug 2021
Multiple Descent: Design Your Own Generalization Curve Lin Chen Yifei Min M. Belkin Amin Karbasi DRL 23 61 0 03 Aug 2020
Risk-Sensitive and Robust Decision-Making: a CVaR Optimization Approach Yinlam Chow Aviv Tamar Shie Mannor Marco Pavone 73 310 0 06 Jun 2015