Title
Goal-conditioned Offline Reinforcement Learning through State Space Partitioning Mianchu Wang Yue Jin Giovanni Montana OffRL 21 3 0 16 Mar 2023
Open-World Object Manipulation using Pre-trained Vision-Language Models Austin Stone Ted Xiao Yao Lu K. Gopalakrishnan Kuang-Huei Lee ... Sean Kirmani Brianna Zitkovich F. Xia Chelsea Finn Karol Hausman LM&Ro 150 145 0 02 Mar 2023
Swapped goal-conditioned offline reinforcement learning Wenyan Yang Huiling Wang Dingding Cai Joni Pajarinen Joni-Kristen Kämäräinen OffRL OnRL 28 1 0 17 Feb 2023
Prioritized offline Goal-swapping Experience Replay Wenyan Yang Joni Pajarinen Dinging Cai Joni Kämäräinen OffRL OnRL 24 0 0 15 Feb 2023
Provably Efficient Offline Goal-Conditioned Reinforcement Learning with General Function Approximation and Single-Policy Concentrability Hanlin Zhu Amy Zhang OffRL 16 2 0 07 Feb 2023
Learning to Generate All Feasible Actions Mirco Theile Daniele Bernardini Raphael Trumpp C. Piazza Marco Caccamo Alberto L. Sangiovanni-Vincentelli 29 2 0 26 Jan 2023
Learning Goal-Conditioned Policies Offline with Self-Supervised Reward Shaping Lina Mezghani Sainbayar Sukhbaatar Piotr Bojanowski A. Lazaric Alahari Karteek OffRL 41 18 0 05 Jan 2023
Offline Reinforcement Learning for Visual Navigation Dhruv Shah Arjun Bhorkar Hrish Leen Ilya Kostrikov Nicholas Rhinehart Sergey Levine OffRL 24 29 0 16 Dec 2022
Learning Robotic Navigation from Experience: Principles, Methods, and Recent Results Sergey Levine Dhruv Shah SSL 34 21 0 13 Dec 2022
PALMER: Perception-Action Loop with Memory for Long-Horizon Planning Onur Beker Mohammad Mohammadi Amir Zamir 29 3 0 08 Dec 2022
Offline Q-Learning on Diverse Multi-Task Data Both Scales And Generalizes Aviral Kumar Rishabh Agarwal Xinyang Geng George Tucker Sergey Levine OffRL 39 48 0 28 Nov 2022
Robotic Skill Acquisition via Instruction Augmentation with Vision-Language Models Ted Xiao Harris Chan P. Sermanet Ayzaan Wahid Anthony Brohan Karol Hausman Sergey Levine Jonathan Tompson VLM LM&Ro 32 65 0 21 Nov 2022
Pretraining in Deep Reinforcement Learning: A Survey Zhihui Xie Zichuan Lin Junyou Li Shuai Li Deheng Ye OffRL OnRL AI4CE 26 23 0 08 Nov 2022
Relative Behavioral Attributes: Filling the Gap between Symbolic Goal Specification and Reward Learning from Human Preferences L. Guan Karthik Valmeekam Subbarao Kambhampati 51 8 0 28 Oct 2022
Learning on the Job: Self-Rewarding Offline-to-Online Finetuning for Industrial Insertion of Novel Connectors from Vision Ashvin Nair Brian Zhu Gokul Narayanan Eugen Solowjow Sergey Levine OffRL OnRL 28 14 0 27 Oct 2022
STAP: Sequencing Task-Agnostic Policies Christopher Agia Toki Migimatsu Jiajun Wu Jeannette Bohg 35 19 0 21 Oct 2022
Generalization with Lossy Affordances: Leveraging Broad Offline Data for Learning Visuomotor Tasks Kuan Fang Patrick Yin Ashvin Nair Homer Walke Ge Yan Sergey Levine OffRL 31 22 0 12 Oct 2022
Real World Offline Reinforcement Learning with Realistic Data Source G. Zhou Liyiming Ke S. Srinivasa Abhi Gupta Aravind Rajeswaran Vikash Kumar OffRL 40 21 0 12 Oct 2022
Interactive Language: Talking to Robots in Real Time Corey Lynch Ayzaan Wahid Jonathan Tompson Tianli Ding James Betker Robert Baruch Travis Armstrong Peter R. Florence LM&Ro 35 214 0 12 Oct 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
GoalsEye: Learning High Speed Precision Table Tennis on a Physical Robot Tianli Ding L. Graesser Saminda Abeyruwan David B. DÁmbrosio Anish Shankar P. Sermanet Pannag R. Sanketi Corey Lynch 47 20 0 07 Oct 2022
EUCLID: Towards Efficient Unsupervised Reinforcement Learning with Multi-choice Dynamics Model Yifu Yuan Jianye Hao Fei Ni Yao Mu Yan Zheng Yujing Hu Jinyi Liu Yingfeng Chen Changjie Fan 75 12 0 02 Oct 2022
VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training Yecheng Jason Ma Shagun Sodhani Dinesh Jayaraman Osbert Bastani Vikash Kumar Amy Zhang SSL OffRL 24 282 0 30 Sep 2022
Understanding Hindsight Goal Relabeling from a Divergence Minimization Perspective Lunjun Zhang Bradly C. Stadie 22 1 0 26 Sep 2022
Latent Plans for Task-Agnostic Offline Reinforcement Learning Erick Rosete-Beas Oier Mees Gabriel Kalweit Joschka Boedecker Wolfram Burgard OffRL 28 81 0 19 Sep 2022
A One-Shot Reparameterization Method for Reducing the Loss of Tile Pruning on DNNs Yancheng Li Qingzhong Ai Fumihiko Ino 30 0 0 29 Jul 2022
Learning Dynamic Manipulation Skills from Haptic-Play Taeyoon Lee D. Sung Kyoung-Whan Choi Choong-Keun Lee Changwoo Park Keunjun Choi 32 3 0 28 Jul 2022
Multi-Horizon Representations with Hierarchical Forward Models for Reinforcement Learning Trevor A. McInroe Lukas Schafer Stefano V. Albrecht 22 4 0 22 Jun 2022
Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations Cong Lu Philip J. Ball Tim G. J. Rudner Jack Parker-Holder Michael A. Osborne Yee Whye Teh OffRL 24 52 0 09 Jun 2022
How Far I'll Go: Offline Goal-Conditioned Reinforcement Learning via $f$ -Advantage Regression Yecheng Jason Ma Jason Yan Dinesh Jayaraman Osbert Bastani OffRL 17 51 0 07 Jun 2022
Planning to Practice: Efficient Online Fine-Tuning by Composing Goals in Latent Space Kuan Fang Patrick Yin Ashvin Nair Sergey Levine OffRL 52 29 0 17 May 2022
Bisimulation Makes Analogies in Goal-Conditioned Reinforcement Learning Philippe Hansen-Estruch Amy Zhang Ashvin Nair Patrick Yin Sergey Levine AI4CE 26 27 0 27 Apr 2022
Skill-based Meta-Reinforcement Learning Taewook Nam Shao-Hua Sun Karl Pertsch Sung Ju Hwang Joseph J. Lim OffRL 23 45 0 25 Apr 2022
Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Michael Ahn Anthony Brohan Noah Brown Yevgen Chebotar Omar Cortes ... Ted Xiao Peng-Tao Xu Sichun Xu Mengyuan Yan Andy Zeng LM&Ro 45 1,845 0 04 Apr 2022
DARA: Dynamics-Aware Reward Augmentation in Offline Reinforcement Learning Jinxin Liu Hongyin Zhang Donglin Wang OffRL 22 32 0 13 Mar 2022
ViKiNG: Vision-Based Kilometer-Scale Navigation with Geographic Hints Dhruv Shah Sergey Levine 132 66 0 23 Feb 2022
Rethinking Goal-conditioned Supervised Learning and Its Connection to Offline RL Rui Yang Yiming Lu Wenzhe Li Hao Sun Meng Fang Yali Du Xiu Li Lei Han Chongjie Zhang OffRL 40 65 0 09 Feb 2022
BC-Z: Zero-Shot Task Generalization with Robotic Imitation Learning Eric Jang A. Irpan Mohi Khansari Daniel Kappler F. Ebert Corey Lynch Sergey Levine Chelsea Finn LM&Ro 72 518 0 04 Feb 2022
How to Leverage Unlabeled Data in Offline Reinforcement Learning Tianhe Yu Aviral Kumar Yevgen Chebotar Karol Hausman Chelsea Finn Sergey Levine OffRL 29 61 0 03 Feb 2022
Can Wikipedia Help Offline Reinforcement Learning? Machel Reid Yutaro Yamada S. Gu 3DV RALM OffRL 137 95 0 28 Jan 2022
The Challenges of Exploration for Offline Reinforcement Learning Nathan Lambert Markus Wulfmeier William F. Whitney Arunkumar Byravan Michael Bloesch Vibhavari Dasagi Tim Hertweck Martin Riedmiller OffRL 26 27 0 27 Jan 2022
Goal-Conditioned Reinforcement Learning: Problems and Solutions Minghuan Liu Menghui Zhu Weinan Zhang 27 132 0 20 Jan 2022
Wish you were here: Hindsight Goal Selection for long-horizon dexterous manipulation Todor Davchev Oleg O. Sushkov Jean-Baptiste Regli S. Schaal Y. Aytar Markus Wulfmeier Jonathan Scholz 16 18 0 01 Dec 2021
Generalized Decision Transformer for Offline Hindsight Information Matching Hiroki Furuta Y. Matsuo S. Gu OffRL 13 99 0 19 Nov 2021
Understanding the World Through Action Sergey Levine SSL OffRL 11 19 0 24 Oct 2021
Discovering and Achieving Goals via World Models Russell Mendonca Oleh Rybkin Kostas Daniilidis Danijar Hafner Deepak Pathak 25 117 0 18 Oct 2021
Braxlines: Fast and Interactive Toolkit for RL-driven Behavior Engineering beyond Reward Maximization S. Gu Manfred Diaz Daniel Freeman Hiroki Furuta Seyed Kamyar Seyed Ghasemipour Anton Raichuk Byron David Erik Frey Erwin Coumans Olivier Bachem 38 14 0 10 Oct 2021
The Information Geometry of Unsupervised Reinforcement Learning Benjamin Eysenbach Ruslan Salakhutdinov Sergey Levine SSL OffRL 61 31 0 06 Oct 2021
Learning Periodic Tasks from Human Demonstrations Jingyun Yang Junwu Zhang Connor Settle Akshara Rai Rika Antonova Jeannette Bohg 104 24 0 28 Sep 2021
A Workflow for Offline Model-Free Robotic Reinforcement Learning Aviral Kumar Anika Singh Stephen Tian Chelsea Finn Sergey Levine OffRL 143 85 0 22 Sep 2021