Model-Based Offline Meta-Reinforcement Learning with Regularization

Model-Based Offline Meta-Reinforcement Learning with Regularization

7 February 2022

Papers citing "Model-Based Offline Meta-Reinforcement Learning with Regularization"

16 / 16 papers shown

Title
Uncertainty-based Offline Variational Bayesian Reinforcement Learning for Robustness under Diverse Data Corruptions Rui Yang Jie Wang Guoping Wu Yangqiu Song AAML OffRL 34 1 0 01 Nov 2024
Federated Offline Policy Optimization with Dual Regularization Sheng Yue Zerui Qin Xingyuan Hua Yongheng Deng Ju Ren OffRL 32 0 0 24 May 2024
Debiased Offline Representation Learning for Fast Online Adaptation in Non-stationary Dynamics Xinyu Zhang Wenjie Qiu Yi-Chen Li Lei Yuan Chengxing Jia Zongzhang Zhang Yang Yu OffRL 33 1 0 17 Feb 2024
Generalizable Task Representation Learning for Offline Meta-Reinforcement Learning with Data Limitations Renzhe Zhou Chenxiao Gao Zongzhang Zhang Yang Yu OffRL 43 11 0 26 Dec 2023
Learning Top-k Subtask Planning Tree based on Discriminative Representation Pre-training for Decision Making Jingqing Ruan Kaishen Wang Qingyang Zhang Dengpeng Xing Bo Xu 27 0 0 18 Dec 2023
Context Shift Reduction for Offline Meta-Reinforcement Learning Yunkai Gao Rui Zhang Jiaming Guo Fan Wu Qi Yi ... Zidong Du Xingui Hu Qi Guo Ling Li Yunji Chen OffRL 28 14 0 07 Nov 2023
Provably Efficient Offline Reinforcement Learning with Perturbed Data Sources Chengshuai Shi Wei Xiong Cong Shen Jing Yang OffRL 30 3 0 14 Jun 2023
CLARE: Conservative Model-Based Reward Learning for Offline Inverse Reinforcement Learning Sheng Yue Guan-Bo Wang Wei Shao Zhaofeng Zhang Sen Lin Junkai Ren Junshan Zhang OffRL 28 20 0 09 Feb 2023
A Survey of Meta-Reinforcement Learning Jacob Beck Risto Vuorio E. Liu Zheng Xiong L. Zintgraf Chelsea Finn Shimon Whiteson OOD OffRL 37 122 0 19 Jan 2023
Contextual Transformer for Offline Meta Reinforcement Learning Runji Lin Ye Li Xidong Feng Zhaowei Zhang Xian Hong Wu Fung Haifeng Zhang Jun Wang Yali Du Yaodong Yang OffRL 18 6 0 15 Nov 2022
Pre-Training for Robots: Offline RL Enables Learning New Tasks from a Handful of Trials Aviral Kumar Anika Singh F. Ebert Mitsuhiko Nakamoto Yanlai Yang Chelsea Finn Sergey Levine OffRL OnRL 123 66 0 11 Oct 2022
Robust Task Representations for Offline Meta-Reinforcement Learning via Contrastive Learning Haoqi Yuan Zongqing Lu SSL OffRL 30 36 0 21 Jun 2022
Continuous Doubly Constrained Batch Reinforcement Learning Rasool Fakoor Jonas W. Mueller Kavosh Asadi Pratik Chaudhari Alex Smola OffRL 204 27 0 18 Feb 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
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 338 11,684 0 09 Mar 2017