Pre-Training for Robots: Offline RL Enables Learning New Tasks from a Handful of Trials

11 October 2022

Papers citing "Pre-Training for Robots: Offline RL Enables Learning New Tasks from a Handful of Trials"

21 / 21 papers shown

Title
Temporal Representation Alignment: Successor Features Enable Emergent Compositionality in Robot Instruction Following Vivek Myers Bill Chunyuan Zheng Anca Dragan Kuan Fang Sergey Levine 65 0 0 08 Feb 2025
Dense Dynamics-Aware Reward Synthesis: Integrating Prior Experience with Demonstrations Cevahir Köprülü Po-han Li Tianyu Qiu Ruihan Zhao T. Westenbroek David Fridovich-Keil Sandeep P. Chinchali Ufuk Topcu OffRL 92 0 0 02 Dec 2024
Steering Your Generalists: Improving Robotic Foundation Models via Value Guidance Mitsuhiko Nakamoto Oier Mees Aviral Kumar Sergey Levine OffRL 79 13 0 17 Oct 2024
Discrete Policy: Learning Disentangled Action Space for Multi-Task Robotic Manipulation Kun Wu Yichen Zhu Jinming Li Junjie Wen Ning Liu Zhiyuan Xu Qinru Qiu 42 4 0 27 Sep 2024
TinyVLA: Towards Fast, Data-Efficient Vision-Language-Action Models for Robotic Manipulation Junjie Wen Bo Li Jinming Li Minjie Zhu Kun Wu ... Ran Cheng Chaomin Shen Yaxin Peng Feifei Feng Jian Tang LM&Ro 72 41 0 19 Sep 2024
Offline Reinforcement Learning for Learning to Dispatch for Job Shop Scheduling Jesse van Remmerden Z. Bukhsh Yingqian Zhang OffRL OnRL 45 1 0 16 Sep 2024
Hand-Object Interaction Pretraining from Videos Himanshu Gaurav Singh Antonio Loquercio Carmelo Sferrazza Jane Wu Haozhi Qi Pieter Abbeel Jitendra Malik 47 13 0 12 Sep 2024
BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning Hao-ming Lin Wenhao Ding Jian Chen Laixi Shi Jiacheng Zhu Bo-wen Li Ding Zhao OffRL CML 52 0 0 15 Jul 2024
Affordance-Guided Reinforcement Learning via Visual Prompting Olivia Y. Lee Annie Xie Kuan Fang Karl Pertsch Chelsea Finn OffRL LM&Ro 74 7 0 14 Jul 2024
The Edge-of-Reach Problem in Offline Model-Based Reinforcement Learning Anya Sims Cong Lu Yee Whye Teh OffRL 35 3 0 19 Feb 2024
Offline Actor-Critic Reinforcement Learning Scales to Large Models Jost Tobias Springenberg A. Abdolmaleki Jingwei Zhang Oliver Groth Michael Bloesch ... Sarah Bechtle Steven Kapturowski Roland Hafner N. Heess Martin Riedmiller OffRL LRM 27 12 0 08 Feb 2024
Adaptive Mobile Manipulation for Articulated Objects In the Open World Haoyu Xiong Russell Mendonca Kenneth Shaw Deepak Pathak 34 38 0 25 Jan 2024
On Bringing Robots Home Nur Muhammad (Mahi) Shafiullah Anant Rai Haritheja Etukuru Yiqian Liu Ishan Misra Soumith Chintala Lerrel Pinto 33 76 0 27 Nov 2023
Cal-QL: Calibrated Offline RL Pre-Training for Efficient Online Fine-Tuning Mitsuhiko Nakamoto Yuexiang Zhai Anika Singh Max Sobol Mark Yi Ma Chelsea Finn Aviral Kumar Sergey Levine OffRL OnRL 112 108 0 09 Mar 2023
Contrastive Value Learning: Implicit Models for Simple Offline RL Bogdan Mazoure Benjamin Eysenbach Ofir Nachum Jonathan Tompson SSL OffRL 38 7 0 03 Nov 2022
Real-World Robot Learning with Masked Visual Pre-training Ilija Radosavovic Tete Xiao Stephen James Pieter Abbeel Jitendra Malik Trevor Darrell SSL 156 239 0 06 Oct 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 308 7,443 0 11 Nov 2021
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 214 843 0 12 Oct 2021
Bridge Data: Boosting Generalization of Robotic Skills with Cross-Domain Datasets F. Ebert Yanlai Yang Karl Schmeckpeper Bernadette Bucher G. Georgakis Kostas Daniilidis Chelsea Finn Sergey Levine 169 219 0 27 Sep 2021
Lifelong Robotic Reinforcement Learning by Retaining Experiences Annie Xie Chelsea Finn OffRL CLL 106 43 0 19 Sep 2021
What Matters in Learning from Offline Human Demonstrations for Robot Manipulation Ajay Mandlekar Danfei Xu J. Wong Soroush Nasiriany Chen Wang Rohun Kulkarni Li Fei-Fei Silvio Savarese Yuke Zhu Roberto Martín-Martín OffRL 161 472 0 06 Aug 2021