Offline Reinforcement Learning with Pseudometric Learning

2 March 2021

Nino Vieillard

Olivier Pietquin

Papers citing "Offline Reinforcement Learning with Pseudometric Learning"

25 / 25 papers shown

Title
Strategically Conservative Q-Learning Yutaka Shimizu Joey Hong Sergey Levine Masayoshi Tomizuka OffRL OnRL 45 0 0 06 Jun 2024
State-Constrained Offline Reinforcement Learning Charles A. Hepburn Yue Jin Giovanni Montana OffRL 37 0 0 23 May 2024
Solving Continual Offline Reinforcement Learning with Decision Transformer Kaixin Huang Li Shen Chen Zhao Chun Yuan Dacheng Tao CLL OffRL 36 5 0 16 Jan 2024
Safety-aware Causal Representation for Trustworthy Offline Reinforcement Learning in Autonomous Driving Hao-ming Lin Wenhao Ding Zuxin Liu Yaru Niu Jiacheng Zhu Yuming Niu Ding Zhao OffRL 28 11 0 31 Oct 2023
State-Action Similarity-Based Representations for Off-Policy Evaluation Brahma S. Pavse Josiah P. Hanna OffRL 38 4 0 27 Oct 2023
Offline Reinforcement Learning with On-Policy Q-Function Regularization Laixi Shi Robert Dadashi Yuejie Chi Pablo Samuel Castro M. Geist OffRL 35 5 0 25 Jul 2023
Deep Generative Models for Decision-Making and Control Michael Janner 34 1 0 15 Jun 2023
$K$ -Nearest-Neighbor Resampling for Off-Policy Evaluation in Stochastic Control Michael Giegrich Roel Oomen C. Reisinger OffRL 27 2 0 07 Jun 2023
OER: Offline Experience Replay for Continual Offline Reinforcement Learning Sibo Gai Donglin Wang Li He CLL OffRL 57 3 0 23 May 2023
Model-based trajectory stitching for improved behavioural cloning and its applications Charles A. Hepburn Giovanni Montana OffRL 32 5 0 08 Dec 2022
Is Conditional Generative Modeling all you need for Decision-Making? Anurag Ajay Yilun Du Abhi Gupta J. Tenenbaum Tommi Jaakkola Pulkit Agrawal DiffM 62 363 0 28 Nov 2022
Model-based Trajectory Stitching for Improved Offline Reinforcement Learning Charles A. Hepburn Giovanni Montana OffRL 32 13 0 21 Nov 2022
Curriculum Reinforcement Learning using Optimal Transport via Gradual Domain Adaptation Peide Huang Mengdi Xu Jiacheng Zhu Laixi Shi Fei Fang Ding Zhao CLL 41 24 0 18 Oct 2022
Provably Efficient Offline Reinforcement Learning with Trajectory-Wise Reward Tengyu Xu Yue Wang Shaofeng Zou Yingbin Liang OffRL 33 13 0 13 Jun 2022
Know Your Boundaries: The Necessity of Explicit Behavioral Cloning in Offline RL Wonjoon Goo S. Niekum OffRL 30 20 0 01 Jun 2022
When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning Jianxiong Li Xianyuan Zhan Haoran Xu Xiangyu Zhu Jingjing Liu Ya Zhang OffRL 35 25 0 23 May 2022
State Representation Learning for Goal-Conditioned Reinforcement Learning Lorenzo Steccanella Anders Jonsson SSL OffRL 32 4 0 04 May 2022
Pessimistic Q-Learning for Offline Reinforcement Learning: Towards Optimal Sample Complexity Laixi Shi Gen Li Yuting Wei Yuxin Chen Yuejie Chi OffRL 36 90 0 28 Feb 2022
Modified DDPG car-following model with a real-world human driving experience with CARLA simulator Dian-Tao Li Ostap Okhrin 35 37 0 29 Dec 2021
RLDS: an Ecosystem to Generate, Share and Use Datasets in Reinforcement Learning Sabela Ramos Sertan Girgin Léonard Hussenot Damien Vincent Hanna Yakubovich ... Piotr Stańczyk Raphaël Marinier Jeremiah Harmsen Olivier Pietquin Nikola Momchev OffRL 38 23 0 04 Nov 2021
Offline Reinforcement Learning with Value-based Episodic Memory Xiaoteng Ma Yiqin Yang Haotian Hu Qihan Liu Jun Yang Chongjie Zhang Qianchuan Zhao Bin Liang OffRL 35 42 0 19 Oct 2021
Offline Reinforcement Learning with Soft Behavior Regularization Haoran Xu Xianyuan Zhan Jianxiong Li Honglei Yin OffRL 26 31 0 14 Oct 2021
Offline Reinforcement Learning as Anti-Exploration Shideh Rezaeifar Robert Dadashi Nino Vieillard Léonard Hussenot Olivier Bachem Olivier Pietquin M. Geist OffRL 51 51 0 11 Jun 2021
Offline Reinforcement Learning as One Big Sequence Modeling Problem Michael Janner Qiyang Li Sergey Levine OffRL 66 645 0 03 Jun 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