Robust Offline Reinforcement learning with Heavy-Tailed Rewards

28 October 2023

Papers citing "Robust Offline Reinforcement learning with Heavy-Tailed Rewards"

8 / 8 papers shown

Title
Bi-Level Offline Policy Optimization with Limited Exploration Wenzhuo Zhou OffRL 34 4 0 10 Oct 2023
Quantile Off-Policy Evaluation via Deep Conditional Generative Learning Yang Xu C. Shi S. Luo Lan Wang R. Song OffRL 17 4 0 29 Dec 2022
Offline Reinforcement Learning with Instrumental Variables in Confounded Markov Decision Processes Zuyue Fu Zhengling Qi Zhaoran Wang Zhuoran Yang Yanxun Xu Michael R. Kosorok OffRL 27 15 0 18 Sep 2022
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 206 832 0 12 Oct 2021
Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage Masatoshi Uehara Wen Sun OffRL 91 144 0 13 Jul 2021
No-Regret Reinforcement Learning with Heavy-Tailed Rewards Vincent Zhuang Yanan Sui 37 11 0 25 Feb 2021
COMBO: Conservative Offline Model-Based Policy Optimization Tianhe Yu Aviral Kumar Rafael Rafailov Aravind Rajeswaran Sergey Levine Chelsea Finn OffRL 197 412 0 16 Feb 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 321 1,944 0 04 May 2020