Title
LEASE: Offline Preference-based Reinforcement Learning with High Sample Efficiency Xiao-Yin Liu Guotao Li Xiao-Hu Zhou Z. Hou OffRL 44 0 0 31 Dec 2024
Personalized and Sequential Text-to-Image Generation Ofir Nabati Guy Tennenholtz ChihWei Hsu Moonkyung Ryu Deepak Ramachandran Yinlam Chow Xiang Li Craig Boutilier MLLM 82 0 0 10 Dec 2024
Offline Model-Based Reinforcement Learning with Anti-Exploration Padmanaba Srinivasan William J. Knottenbelt OffRL 57 0 0 20 Aug 2024
MICRO: Model-Based Offline Reinforcement Learning with a Conservative Bellman Operator Xiao-Yin Liu Xiao-Hu Zhou Guo-Tao Li Hao Li Mei-Jiang Gui Tian-Yu Xiang De-Xing Huang Zeng-Guang Hou OffRL 42 4 0 07 Dec 2023
Adversarial Model for Offline Reinforcement Learning M. Bhardwaj Tengyang Xie Byron Boots Nan Jiang Ching-An Cheng AAML OffRL 37 26 0 21 Feb 2023
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 214 843 0 12 Oct 2021
BRAC+: Improved Behavior Regularized Actor Critic for Offline Reinforcement Learning Chi Zhang S. Kuppannagari Viktor Prasanna OffRL 48 16 0 02 Oct 2021
Offline Reinforcement Learning with Reverse Model-based Imagination Jianhao Wang Wenzhe Li Haozhe Jiang Guangxiang Zhu Siyuan Li Chongjie Zhang OffRL 106 60 0 01 Oct 2021
COMBO: Conservative Offline Model-Based Policy Optimization Tianhe Yu Aviral Kumar Rafael Rafailov Aravind Rajeswaran Sergey Levine Chelsea Finn OffRL 219 415 0 16 Feb 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,960 0 04 May 2020