Contrastive Value Learning: Implicit Models for Simple Offline RL

Contrastive Value Learning: Implicit Models for Simple Offline RL

3 November 2022

Benjamin Eysenbach

Jonathan Tompson

Papers citing "Contrastive Value Learning: Implicit Models for Simple Offline RL"

12 / 12 papers shown

Title
Video-Enhanced Offline Reinforcement Learning: A Model-Based Approach Minting Pan Yitao Zheng J. Li Yunbo Wang Xiaokang Yang OffRL 34 0 0 10 May 2025
Listwise Reward Estimation for Offline Preference-based Reinforcement Learning Heewoong Choi Sangwon Jung Hongjoon Ahn Taesup Moon OffRL 34 2 0 08 Aug 2024
Inference via Interpolation: Contrastive Representations Provably Enable Planning and Inference Benjamin Eysenbach Vivek Myers Ruslan Salakhutdinov Sergey Levine AI4TS 21 3 0 06 Mar 2024
Contrastive Difference Predictive Coding Chongyi Zheng Ruslan Salakhutdinov Benjamin Eysenbach AI4TS OffRL 17 4 0 31 Oct 2023
Value function estimation using conditional diffusion models for control Bogdan Mazoure Walter A. Talbott Miguel Angel Bautista R. Devon Hjelm Alexander Toshev J. Susskind DiffM 10 4 0 09 Jun 2023
Accelerating exploration and representation learning with offline pre-training Bogdan Mazoure Jake Bruce Doina Precup Rob Fergus Ankit Anand OffRL 14 5 0 31 Mar 2023
Foundation Models for Decision Making: Problems, Methods, and Opportunities Sherry Yang Ofir Nachum Yilun Du Jason W. Wei Pieter Abbeel Dale Schuurmans LM&Ro OffRL LRM AI4CE 90 148 0 07 Mar 2023
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 120 64 0 11 Oct 2022
COMBO: Conservative Offline Model-Based Policy Optimization Tianhe Yu Aviral Kumar Rafael Rafailov Aravind Rajeswaran Sergey Levine Chelsea Finn OffRL 194 412 0 16 Feb 2021
Learning Successor States and Goal-Dependent Values: A Mathematical Viewpoint Léonard Blier Corentin Tallec Yann Ollivier 46 30 0 18 Jan 2021
Densely Connected Convolutional Networks Gao Huang Zhuang Liu L. V. D. van der Maaten Kilian Q. Weinberger PINN 3DV 244 35,884 0 25 Aug 2016
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 228 29,632 0 16 Jan 2013