When Data Geometry Meets Deep Function: Generalizing Offline
Reinforcement Learning

When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning

23 May 2022

Papers citing "When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning"

13 / 13 papers shown

Title
Learning Neural Control Barrier Functions from Offline Data with Conservatism Ihab Tabbara Hussein Sibai OffRL 65 0 0 01 May 2025
Data Center Cooling System Optimization Using Offline Reinforcement Learning Xianyuan Zhan Xiangyu Zhu Peng Cheng Xiao Hu Ziteng He ... Chenhui Liu Tianshun Hong Yan Liang Yunxin Liu Feng Zhao AI4CE 59 0 0 17 Feb 2025
Skill Expansion and Composition in Parameter Space Tenglong Liu J. Li Yinan Zheng Haoyi Niu Yixing Lan Xin Xu Xianyuan Zhan 58 4 0 09 Feb 2025
FOSP: Fine-tuning Offline Safe Policy through World Models Chenyang Cao Yucheng Xin Silang Wu Longxiang He Zichen Yan Junbo Tan Xueqian Wang OffRL 58 0 0 06 Jul 2024
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
H2O+: An Improved Framework for Hybrid Offline-and-Online RL with Dynamics Gaps Haoyi Niu Tianying Ji Bingqi Liu Haocheng Zhao Xiangyu Zhu Jianying Zheng Pengfei Huang Guyue Zhou Jianming Hu Xianyuan Zhan OffRL OnRL AI4CE 27 6 0 22 Sep 2023
Offline Multi-Agent Reinforcement Learning with Implicit Global-to-Local Value Regularization Xiangsen Wang Haoran Xu Yinan Zheng Xianyuan Zhan OffRL 33 23 0 21 Jul 2023
Offline RL with No OOD Actions: In-Sample Learning via Implicit Value Regularization Haoran Xu Li Jiang Jianxiong Li Zhuoran Yang Zhaoran Wang Victor Chan Xianyuan Zhan OffRL 36 71 0 28 Mar 2023
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 214 839 0 12 Oct 2021
Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble Gaon An Seungyong Moon Jang-Hyun Kim Hyun Oh Song OffRL 102 262 0 04 Oct 2021
Pessimistic Model-based Offline Reinforcement Learning under Partial Coverage Masatoshi Uehara Wen Sun OffRL 96 144 0 13 Jul 2021
COMBO: Conservative Offline Model-Based Policy Optimization Tianhe Yu Aviral Kumar Rafael Rafailov Aravind Rajeswaran Sergey Levine Chelsea Finn OffRL 219 413 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 1,955 0 04 May 2020