Mutual Information Regularized Offline Reinforcement Learning

14 October 2022

Papers citing "Mutual Information Regularized Offline Reinforcement Learning"

8 / 8 papers shown

Title
UDQL: Bridging The Gap between MSE Loss and The Optimal Value Function in Offline Reinforcement Learning Yu Zhang Rui Yu Zhipeng Yao Wenyuan Zhang Jun Wang Liming Zhang OffRL 53 0 0 05 Jun 2024
Exclusively Penalized Q-learning for Offline Reinforcement Learning Junghyuk Yeom Yonghyeon Jo Jungmo Kim Sanghyeon Lee Seungyul Han OffRL 42 2 0 23 May 2024
Out-of-Distribution Adaptation in Offline RL: Counterfactual Reasoning via Causal Normalizing Flows Minjae Cho Jonathan P. How Chuangchuang Sun OODD OffRL 46 1 0 06 May 2024
Improving Mutual Information Estimation with Annealed and Energy-Based Bounds Rob Brekelmans Sicong Huang Marzyeh Ghassemi Greg Ver Steeg Roger C. Grosse Alireza Makhzani 43 15 0 13 Mar 2023
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 214 848 0 12 Oct 2021
Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble Gaon An Seungyong Moon Jang-Hyun Kim Hyun Oh Song OffRL 105 265 0 04 Oct 2021
COMBO: Conservative Offline Model-Based Policy Optimization Tianhe Yu Aviral Kumar Rafael Rafailov Aravind Rajeswaran Sergey Levine Chelsea Finn OffRL 222 419 0 16 Feb 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 343 1,963 0 04 May 2020