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
PIRLNav: Pretraining with Imitation and RL Finetuning for ObjectNav Ram Ramrakhya Dhruv Batra Erik Wijmans Abhishek Das OffRL 23 53 0 18 Jan 2023
VideoDex: Learning Dexterity from Internet Videos Kenneth Shaw Shikhar Bahl Deepak Pathak 21 89 0 08 Dec 2022
Learning Bifunctional Push-grasping Synergistic Strategy for Goal-agnostic and Goal-oriented Tasks Dafa Ren Shuang Wu Xiaofan Wang Yan Peng Xiaoqiang Ren 14 8 0 04 Dec 2022
Navigating to Objects in the Real World Théophile Gervet Soumith Chintala Dhruv Batra Jitendra Malik Devendra Singh Chaplot 41 122 0 02 Dec 2022
Offline Reinforcement Learning with Adaptive Behavior Regularization Yunfan Zhou Xijun Li Qingyu Qu OffRL 21 1 0 15 Nov 2022
Grasp Learning: Models, Methods, and Performance Robert W. Platt 21 23 0 09 Nov 2022
Learning to Grasp the Ungraspable with Emergent Extrinsic Dexterity Wen-Min Zhou David Held OffRL 13 59 0 02 Nov 2022
ERL-Re $^2$ : Efficient Evolutionary Reinforcement Learning with Shared State Representation and Individual Policy Representation Jianye Hao Pengyi Li Hongyao Tang Yan Zheng Xian Fu Zhaopeng Meng 24 23 0 26 Oct 2022
Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning Yi Zhao Rinu Boney Alexander Ilin Arno Solin Joni Pajarinen OffRL OnRL 26 39 0 25 Oct 2022
Learning General World Models in a Handful of Reward-Free Deployments Yingchen Xu Jack Parker-Holder Aldo Pacchiano Philip J. Ball Oleh Rybkin Stephen J. Roberts Tim Rocktaschel Edward Grefenstette OffRL 55 8 0 23 Oct 2022
LEAGUE: Guided Skill Learning and Abstraction for Long-Horizon Manipulation Shuo Cheng Danfei Xu 54 37 0 23 Oct 2022
Solving Continuous Control via Q-learning Tim Seyde Peter Werner Wilko Schwarting Igor Gilitschenski Martin Riedmiller Daniela Rus Markus Wulfmeier OffRL LRM 35 22 0 22 Oct 2022
MoCoDA: Model-based Counterfactual Data Augmentation Silviu Pitis Elliot Creager Ajay Mandlekar Animesh Garg OffRL 48 33 0 20 Oct 2022
Robotic Table Wiping via Reinforcement Learning and Whole-body Trajectory Optimization T. Lew Sumeet Singh M. Prats Jeffrey Bingham Jonathan Weisz ... Fei Xia Peng-Tao Xu Tingnan Zhang Jie Tan Montserrat Gonzalez 32 15 0 19 Oct 2022
PI-QT-Opt: Predictive Information Improves Multi-Task Robotic Reinforcement Learning at Scale Kuang-Huei Lee Ted Xiao A. Li Paul Wohlhart Ian S. Fischer Yao Lu 48 10 0 15 Oct 2022
A Comprehensive Survey of Data Augmentation in Visual Reinforcement Learning Guozheng Ma Zhen Wang Zhecheng Yuan Xueqian Wang Bo Yuan Dacheng Tao OffRL 38 26 0 10 Oct 2022
Flexible Attention-Based Multi-Policy Fusion for Efficient Deep Reinforcement Learning Zih-Yun Chiu Yi-Lin Tuan William Yang Wang Michael C. Yip OffRL 25 3 0 07 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
CoGrasp: 6-DoF Grasp Generation for Human-Robot Collaboration Abhinav K. Keshari Hanwen Ren A. H. Qureshi 39 5 0 06 Oct 2022
Hyperbolic Deep Reinforcement Learning Edoardo Cetin B. Chamberlain Michael M. Bronstein Jonathan J. Hunt 43 20 0 04 Oct 2022
Backward Reachability Analysis of Neural Feedback Loops: Techniques for Linear and Nonlinear Systems Nicholas Rober Sydney M. Katz Chelsea Sidrane Esen Yel Michael Everett Mykel J. Kochenderfer Jonathan P. How 35 26 0 28 Sep 2022
Unsupervised Reward Shaping for a Robotic Sequential Picking Task from Visual Observations in a Logistics Scenario Vittorio Giammarino Andrew J Meyer Kai Biegun OffRL 19 0 0 25 Sep 2022
Towards Robust Autonomous Grasping with Reflexes Using High-Bandwidth Sensing and Actuation Andrew SaLoutos Hongmin Kim Elijah Stanger-Jones Menglong Guo Sangbae Kim 44 6 0 23 Sep 2022
Reducing Variance in Temporal-Difference Value Estimation via Ensemble of Deep Networks Litian Liang Yaosheng Xu Stephen Marcus McAleer Dailin Hu Alexander Ihler Pieter Abbeel Roy Fox OOD 19 16 0 16 Sep 2022
Volumetric-based Contact Point Detection for 7-DoF Grasping Junhao Cai Jingcheng Su Zi-Ye Zhou Hui Cheng Qifeng Chen M. Y. Wang 3DPC 40 9 0 14 Sep 2022
Learning Category-Level Manipulation Tasks from Point Clouds with Dynamic Graph CNNs Junchi Liang Abdeslam Boularias 3DPC 27 8 0 13 Sep 2022
Perceiver-Actor: A Multi-Task Transformer for Robotic Manipulation Mohit Shridhar Lucas Manuelli D. Fox LM&Ro 163 457 0 12 Sep 2022
Sim-to-Real Transfer of Robotic Assembly with Visual Inputs Using CycleGAN and Force Control C. Yuan Yunlei Shi Qian Feng Chunyang Chang Zhaopeng Chen Alois C. Knoll Jianwei Zhang 29 8 0 30 Aug 2022
Implicit Two-Tower Policies Yunfan Zhao Qingkai Pan K. Choromanski Deepali Jain Vikas Sindhwani OffRL 31 3 0 02 Aug 2022
Bayesian Generational Population-Based Training Xingchen Wan Cong Lu Jack Parker-Holder Philip J. Ball Vu-Linh Nguyen Binxin Ru Michael A. Osborne OffRL 31 15 0 19 Jul 2022
Parallel Monte Carlo Tree Search with Batched Rigid-body Simulations for Speeding up Long-Horizon Episodic Robot Planning Baichuan Huang Abdeslam Boularias Jingjin Yu 14 9 0 14 Jul 2022
Don't Start From Scratch: Leveraging Prior Data to Automate Robotic Reinforcement Learning Homer Walke Jonathan Yang Albert Yu Aviral Kumar Jedrzej Orbik Avi Singh Sergey Levine OffRL OnRL 27 32 0 11 Jul 2022
Deep Learning Approaches to Grasp Synthesis: A Review Rhys Newbury Morris Gu Lachlan Chumbley Arsalan Mousavian Clemens Eppner ... A. Morales Tamim Asfour Danica Kragic D. Fox Akansel Cosgun 34 162 0 06 Jul 2022
Transformers are Adaptable Task Planners Vidhi Jain Yixin Lin Eric Undersander Yonatan Bisk Akshara Rai 25 24 0 06 Jul 2022
Stabilizing Off-Policy Deep Reinforcement Learning from Pixels Edoardo Cetin Philip J. Ball Steve Roberts Oya Celiktutan 30 36 0 03 Jul 2022
DayDreamer: World Models for Physical Robot Learning Philipp Wu Alejandro Escontrela Danijar Hafner Ken Goldberg Pieter Abbeel 49 277 0 28 Jun 2022
Improving Policy Optimization with Generalist-Specialist Learning Zhiwei Jia Xuanlin Li Z. Ling Shuang Liu Yiran Wu H. Su OffRL 29 24 0 26 Jun 2022
Efficient and Robust Training of Dense Object Nets for Multi-Object Robot Manipulation David B. Adrian A. Kupcsik Markus Spies Heiko Neumann 3DPC 45 7 0 24 Jun 2022
Equivariant Descriptor Fields: SE(3)-Equivariant Energy-Based Models for End-to-End Visual Robotic Manipulation Learning Hyunwoo Ryu Jeong-Hoon Lee Honglak Lee Jongeun Choi 37 53 0 16 Jun 2022
Vision-State Fusion: Improving Deep Neural Networks for Autonomous Robotics Elia Cereda Stefano Bonato Mirko Nava Alessandro Giusti Daniele Palossi 21 3 0 13 Jun 2022
Action Noise in Off-Policy Deep Reinforcement Learning: Impact on Exploration and Performance Jakob J. Hollenstein Sayantan Auddy Matteo Saveriano Erwan Renaudo J. Piater 36 17 0 08 Jun 2022
Efficient Scheduling of Data Augmentation for Deep Reinforcement Learning Byungchan Ko Jungseul Ok OnRL 15 5 0 01 Jun 2022
BulletArm: An Open-Source Robotic Manipulation Benchmark and Learning Framework Dian Wang Colin Kohler Xu Zhu Ming Jia Robert W. Platt 27 9 0 28 May 2022
Grasping as Inference: Reactive Grasping in Heavily Cluttered Environment Dongwon Son 30 9 0 26 May 2022
Learning Task-relevant Representations for Generalization via Characteristic Functions of Reward Sequence Distributions Rui Yang Jie Wang Zijie Geng Mingxuan Ye Shuiwang Ji Bin Li Fengli Wu OOD 31 20 0 20 May 2022
Planning to Practice: Efficient Online Fine-Tuning by Composing Goals in Latent Space Kuan Fang Patrick Yin Ashvin Nair Sergey Levine OffRL 55 29 0 17 May 2022
Robotic Maintenance of Road Infrastructures: The HERON Project Iason Katsamenis M. Bimpas Eftychios E. Protopapadakis Charalampos Zafeiropoulos D. Kalogeras ... Yannis Handanos Franziska Schmidt Lionel Ott Miquel Cantero Rafael Lopez 15 22 0 09 May 2022
Coarse-to-fine Q-attention with Tree Expansion Stephen James Pieter Abbeel 20 11 0 26 Apr 2022
Training and Evaluation of Deep Policies using Reinforcement Learning and Generative Models Ali Ghadirzadeh Petra Poklukar Karol Arndt Chelsea Finn Ville Kyrki Danica Kragic Marten Bjorkman OffRL 22 1 0 18 Apr 2022
Synthesizing Adversarial Visual Scenarios for Model-Based Robotic Control Shubhankar Agarwal Sandeep P. Chinchali AAML 37 4 0 13 Apr 2022