When Data Geometry Meets Deep Function: Generalizing Offline
Reinforcement Learning

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When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning

23 May 2022

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

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Title
Offline RL with Smooth OOD Generalization in Convex Hull and its Neighborhood Qingmao Yao Zhichao Lei Tianyuan Chen Ziyue Yuan Xuefan Chen Jianxiang Liu Faguo Wu Xiao Zhang OffRL 33 1 0 10 Jun 2025
Learning Neural Control Barrier Functions from Offline Data with Conservatism Ihab Tabbara Hussein Sibai OffRL 131 0 0 01 May 2025
An Optimal Discriminator Weighted Imitation Perspective for Reinforcement Learning Haoran Xu Shuozhe Li Harshit S. Sikchi S. Niekum Amy Zhang OffRL 133 1 0 17 Apr 2025
Data Center Cooling System Optimization Using Offline Reinforcement Learning Xianyuan Zhan Xiangyu Zhu Peng Cheng Xiao Hu Ziteng He ... Chenhui Liu Tianshun Hong Huiwen Zheng Yunxin Liu Feng Zhao AI4CE 163 0 0 17 Feb 2025
Skill Expansion and Composition in Parameter Space Tenglong Liu Junjie Li Yinan Zheng Haoyi Niu Yixing Lan Xin Xu Xianyuan Zhan 137 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 148 1 0 06 Jul 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 140 9 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 122 26 0 21 Jul 2023
Look Beneath the Surface: Exploiting Fundamental Symmetry for Sample-Efficient Offline RL Peng Cheng Xianyuan Zhan Zhihao Wu Wenjia Zhang Shoucheng Song Han Wang Youfang Lin Li Jiang OffRL 178 10 0 07 Jun 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 111 85 0 28 Mar 2023