QT-Opt: Scalable Deep Reinforcement Learning for Vision-Based Robotic Manipulation

27 June 2018

Papers citing "QT-Opt: Scalable Deep Reinforcement Learning for Vision-Based Robotic Manipulation"

50 / 321 papers shown

Title
Adaptive Visual Imitation Learning for Robotic Assisted Feeding Across Varied Bowl Configurations and Food Types Rui Liu Amisha Bhaskar Pratap Tokekar 37 3 0 19 Mar 2024
DROID: A Large-Scale In-The-Wild Robot Manipulation Dataset Alexander Khazatsky Karl Pertsch Suraj Nair Ashwin Balakrishna Sudeep Dasari ... Thomas Kollar Sergey Levine Chelsea Finn Sergey Levine Chelsea Finn 61 180 0 19 Mar 2024
DNAct: Diffusion Guided Multi-Task 3D Policy Learning Ge Yan Yueh-hua Wu Xiaolong Wang VGen 37 20 0 07 Mar 2024
Autonomous Robotic Arm Manipulation for Planetary Missions using Causal Machine Learning C. McDonnell M. Arana-Catania S. Upadhyay CML 11 2 0 01 Mar 2024
The Grasp Reset Mechanism: An Automated Apparatus for Conducting Grasping Trials Kyle DuFrene Keegan Nave Joshua Campbell Ravi Balasubramanian Cindy Grimm 32 3 0 28 Feb 2024
Distilling Morphology-Conditioned Hypernetworks for Efficient Universal Morphology Control Zheng Xiong Risto Vuorio Jacob Beck Matthieu Zimmer Kun Shao Shimon Whiteson 39 1 0 09 Feb 2024
Behind the Myth of Exploration in Policy Gradients Adrien Bolland Gaspard Lambrechts Damien Ernst 53 0 0 31 Jan 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
End-to-end Multi-Instance Robotic Reaching from Monocular Vision Zheyu Zhuang Xin Yu Robert E. Mahony 38 1 0 22 Jan 2024
QUAR-VLA: Vision-Language-Action Model for Quadruped Robots Pengxiang Ding Han Zhao Wenxuan Song Zhitao Wang Zhenyu Wei Shangke Lyu Ningxi Yang Donglin Wang 32 19 0 22 Dec 2023
LHManip: A Dataset for Long-Horizon Language-Grounded Manipulation Tasks in Cluttered Tabletop Environments Federico Ceola Lorenzo Natale Niko Sünderhauf Krishan Rana LM&Ro 34 1 0 19 Dec 2023
Multi-agent Reinforcement Learning: A Comprehensive Survey Dom Huh Prasant Mohapatra AI4CE 36 8 0 15 Dec 2023
Learning Free Terminal Time Optimal Closed-loop Control of Manipulators Wei Hu Yue Zhao E. Weinan Jiequn Han Jihao Long 22 0 0 29 Nov 2023
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
RLIF: Interactive Imitation Learning as Reinforcement Learning Jianlan Luo Perry Dong Yuexiang Zhai Yi Ma Sergey Levine OffRL 27 14 0 21 Nov 2023
Offline Reinforcement Learning for Optimizing Production Bidding Policies D. Korenkevych Frank Cheng Artsiom Balakir Alex Nikulkov Lingnan Gao Zhihao Cen Zuobing Xu Zheqing Zhu OffRL 25 1 0 13 Oct 2023
EARL: Eye-on-Hand Reinforcement Learner for Dynamic Grasping with Active Pose Estimation Baichuan Huang Jingjin Yu Siddarth Jain 40 9 0 10 Oct 2023
Machine Learning Meets Advanced Robotic Manipulation Saeid Nahavandi R. Alizadehsani D. Nahavandi Chee Peng Lim Kevin Kelly Fernando Bello 24 17 0 22 Sep 2023
Hundreds Guide Millions: Adaptive Offline Reinforcement Learning with Expert Guidance Qisen Yang Shenzhi Wang Qihang Zhang Gao Huang Shiji Song OffRL OnRL 26 8 0 04 Sep 2023
FoX: Formation-aware exploration in multi-agent reinforcement learning Yonghyeon Jo Sunwoo Lee Junghyuk Yum Seungyul Han 35 5 0 22 Aug 2023
Structured World Models from Human Videos Russell Mendonca Shikhar Bahl Deepak Pathak LM&Ro 44 86 0 21 Aug 2023
Skill Transformer: A Monolithic Policy for Mobile Manipulation Xiaoyu Huang Dhruv Batra Akshara Rai Andrew Szot LM&Ro 38 21 0 19 Aug 2023
Real Robot Challenge 2022: Learning Dexterous Manipulation from Offline Data in the Real World Nicolas Gurtler Felix Widmaier Cansu Sancaktar Sebastian Blaes Pavel Kolev ... Arman Raayatsanati Hehui Zheng Barnabas Gavin Cangan Bernhard Schölkopf Georg Martius OffRL 35 2 0 15 Aug 2023
Exploring Visual Pre-training for Robot Manipulation: Datasets, Models and Methods Ya Jing Xuelin Zhu Xingbin Liu Qie Sima Taozheng Yang Yunhai Feng Tao Kong LM&Ro 45 16 0 07 Aug 2023
Multi-Stage Cable Routing through Hierarchical Imitation Learning Jianlan Luo Charles Xu Xinyang Geng Gilbert Feng Kuan Fang L. Tan S. Schaal Sergey Levine 38 52 0 18 Jul 2023
Transformers in Reinforcement Learning: A Survey Pranav Agarwal A. Rahman P. St-Charles Simon J. D. Prince Samira Ebrahimi Kahou OffRL 24 18 0 12 Jul 2023
Decomposing the Generalization Gap in Imitation Learning for Visual Robotic Manipulation Annie Xie Lisa Lee Ted Xiao Chelsea Finn 25 54 0 07 Jul 2023
On the Efficacy of 3D Point Cloud Reinforcement Learning Z. Ling Yuan Yao Xuanlin Li H. Su 3DPC 34 13 0 11 Jun 2023
Self-Paced Absolute Learning Progress as a Regularized Approach to Curriculum Learning Tobias Niehues Ulla Scheler Pascal Klink 24 0 0 09 Jun 2023
Get Back Here: Robust Imitation by Return-to-Distribution Planning Geoffrey Cideron B. Tabanpour Sebastian Curi Sertan Girgin Léonard Hussenot Gabriel Dulac-Arnold M. Geist Olivier Pietquin Robert Dadashi OOD 84 2 0 02 May 2023
GoferBot: A Visual Guided Human-Robot Collaborative Assembly System Zheyu Zhuang Yizhak Ben-Shabat Jiahao Zhang Stephen Gould Robert E. Mahony 32 6 0 18 Apr 2023
Affordances from Human Videos as a Versatile Representation for Robotics Shikhar Bahl Russell Mendonca Lili Chen Unnat Jain Deepak Pathak 41 164 0 17 Apr 2023
A Simple Approach for General Task-Oriented Picking using Placing constraints Jen-Wei Wang Lingfeng Sun Xinghao Zhu Q. Qian M. Tomizuka 25 3 0 03 Apr 2023
UniDexGrasp++: Improving Dexterous Grasping Policy Learning via Geometry-aware Curriculum and Iterative Generalist-Specialist Learning Weikang Wan Haoran Geng Yun-Hai Liu Zikang Shan Yaodong Yang Li Yi He-Nan Wang 47 94 0 02 Apr 2023
PartManip: Learning Cross-Category Generalizable Part Manipulation Policy from Point Cloud Observations Haoran Geng Ziming Li Yiran Geng Jiayi Chen Hao Dong He-Nan Wang 3DPC 45 41 0 29 Mar 2023
BC-IRL: Learning Generalizable Reward Functions from Demonstrations Andrew Szot Amy Zhang Dhruv Batra Z. Kira Franziska Meier OOD OffRL 31 8 0 28 Mar 2023
Visual-Policy Learning through Multi-Camera View to Single-Camera View Knowledge Distillation for Robot Manipulation Tasks C. Acar Kuluhan Binici Alp Tekirdag Yan Wu 37 1 0 13 Mar 2023
Efficient Skill Acquisition for Complex Manipulation Tasks in Obstructed Environments Jun Yamada J. Collins Ingmar Posner 36 8 0 06 Mar 2023
Self-Improving Robots: End-to-End Autonomous Visuomotor Reinforcement Learning Archit Sharma Ahmed M. Ahmed Rehaan Ahmad Chelsea Finn SSL 51 17 0 02 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 156 145 0 02 Mar 2023
Learning to Control Autonomous Fleets from Observation via Offline Reinforcement Learning Carolin Schmidt Daniele Gammelli Francisco Câmara Pereira Filipe Rodrigues OffRL 14 4 0 28 Feb 2023
MAC-PO: Multi-Agent Experience Replay via Collective Priority Optimization Yongsheng Mei Hanhan Zhou Tian-Shing Lan Guru Venkataramani Peng Wei 39 38 0 21 Feb 2023
Kernel-Based Distributed Q-Learning: A Scalable Reinforcement Learning Approach for Dynamic Treatment Regimes Di Wang Yao Wang Shaojie Tang OffRL 18 1 0 21 Feb 2023
ALAN: Autonomously Exploring Robotic Agents in the Real World Russell Mendonca Shikhar Bahl Deepak Pathak LM&Ro 36 20 0 13 Feb 2023
Cross-domain Random Pre-training with Prototypes for Reinforcement Learning Xin Liu Yaran Chen Haoran Li Boyu Li Dong Zhao SSL 63 10 0 11 Feb 2023
Efficient Online Reinforcement Learning with Offline Data Philip J. Ball Laura M. Smith Ilya Kostrikov Sergey Levine OffRL OnRL 32 163 0 06 Feb 2023
Sample Complexity of Kernel-Based Q-Learning Sing-Yuan Yeh Fu-Chieh Chang Chang-Wei Yueh Pei-Yuan Wu A. Bernacchia Sattar Vakili OffRL 27 4 0 01 Feb 2023
Learning Vision-based Robotic Manipulation Tasks Sequentially in Offline Reinforcement Learning Settings Sudhir Pratap Yadav R. Nagar S. Shah OffRL 24 3 0 31 Jan 2023
Constrained Policy Optimization with Explicit Behavior Density for Offline Reinforcement Learning Jing Zhang Chi Zhang Wenjia Wang Bing-Yi Jing OffRL 29 7 0 28 Jan 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