Title
Automatic Reward Shaping from Confounded Offline Data Mingxuan Li Junzhe Zhang Elias Bareinboim OffRL OnRL 30 1 0 16 May 2025
Sim-and-Real Co-Training: A Simple Recipe for Vision-Based Robotic Manipulation Abhiram Maddukuri Z. L. Jiang L. Chen Soroush Nasiriany Yuqi Xie ... Scott Reed Ken Goldberg Ajay Mandlekar Linxi Fan Yuke Zhu 59 6 0 31 Mar 2025
Generative Artificial Intelligence in Robotic Manipulation: A Survey Anton van den Hengel Peng Yun Jun Cen Junhao Cai DiDi Zhu ... Qifeng Chen Jia Pan Wei Zhang Bo Yang Hua Chen 59 1 0 05 Mar 2025
Learning more with the same effort: how randomization improves the robustness of a robotic deep reinforcement learning agent Lucía Güitta-López Jaime Boal Álvaro J. López-López 48 5 0 24 Jan 2025
Perception Stitching: Zero-Shot Perception Encoder Transfer for Visuomotor Robot Policies Pingcheng Jian Easop Lee Zachary I. Bell Michael M. Zavlanos Boyuan Chen 77 1 0 03 Jan 2025
Imitation from Diverse Behaviors: Wasserstein Quality Diversity Imitation Learning with Single-Step Archive Exploration Xingrui Yu Zhenglin Wan David Mark Bossens Yueming Lyu Qing-Wu Guo Ivor W. Tsang 141 0 0 11 Nov 2024
Transductive Reward Inference on Graph B. Qu Xiaofeng Cao Qing-Wu Guo Yi Chang Ivor W. Tsang Chengqi Zhang OffRL 35 0 0 06 Feb 2024
Toward a Surgeon-in-the-Loop Ophthalmic Robotic Apprentice using Reinforcement and Imitation Learning Amr Gomaa Bilal Mahdy Niko Kleer Antonio Krüger 19 1 0 29 Nov 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
On the Efficacy of 3D Point Cloud Reinforcement Learning Z. Ling Yuan Yao Xuanlin Li H. Su 3DPC 34 13 0 11 Jun 2023
Demonstration-Guided Reinforcement Learning with Efficient Exploration for Task Automation of Surgical Robot Tao Huang Kai-xiang Chen Bin Li Yunhui Liu Qingxu Dou 35 23 0 20 Feb 2023
Cross-Domain Transfer via Semantic Skill Imitation Karl Pertsch Ruta Desai Vikash Kumar Franziska Meier Joseph J. Lim Dhruv Batra Akshara Rai LM&Ro 10 18 0 14 Dec 2022
D-Shape: Demonstration-Shaped Reinforcement Learning via Goal Conditioning Caroline Wang Garrett A. Warnell Peter Stone 40 3 0 26 Oct 2022
Frame Mining: a Free Lunch for Learning Robotic Manipulation from 3D Point Clouds Minghua Liu Xuanlin Li Z. Ling Yangyan Li Hao Su 36 31 0 14 Oct 2022
Augmentation for Learning From Demonstration with Environmental Constraints Xing Li Manuel Baum Oliver Brock 32 0 0 13 Oct 2022
Extraneousness-Aware Imitation Learning Rachel Zheng Kaizhe Hu Zhecheng Yuan Boyuan Chen Huazhe Xu SSL 27 3 0 04 Oct 2022
Learning Deformable Object Manipulation from Expert Demonstrations G. Salhotra Isabella Liu Marcus Dominguez-Kuhne Gaurav Sukhatme 34 27 0 20 Jul 2022
Chain of Thought Imitation with Procedure Cloning Mengjiao Yang Dale Schuurmans Pieter Abbeel Ofir Nachum OffRL 30 29 0 22 May 2022
Vision-Based Manipulators Need to Also See from Their Hands Kyle Hsu Moo Jin Kim Rafael Rafailov Jiajun Wu Chelsea Finn 29 44 0 15 Mar 2022
On-Robot Learning With Equivariant Models Dian Wang Ming Jia Xu Zhu Robin G. Walters Robert W. Platt OffRL SSL 28 35 0 09 Mar 2022
End-to-end Reinforcement Learning of Robotic Manipulation with Robust Keypoints Representation Tianying Wang En Yen Puang Marcus Lee Yongpeng Wu Wei Jing SSL 28 5 0 12 Feb 2022
Malleable Agents for Re-Configurable Robotic Manipulators Athindran Ramesh Kumar Gurudutt Hosangadi 24 0 0 04 Feb 2022
DexVIP: Learning Dexterous Grasping with Human Hand Pose Priors from Video Priyanka Mandikal Kristen Grauman 141 94 0 01 Feb 2022
Transfering Hierarchical Structure with Dual Meta Imitation Learning Chongkai Gao Yizhou Jiang F. Chen 30 8 0 28 Jan 2022
The Surprising Effectiveness of Representation Learning for Visual Imitation Jyothish Pari Nur Muhammad (Mahi) Shafiullah Sridhar Pandian Arunachalam Lerrel Pinto SSL 25 156 0 02 Dec 2021
Playful Interactions for Representation Learning Sarah Young Jyothish Pari Pieter Abbeel Lerrel Pinto SSL 44 14 0 19 Jul 2021
A Minimalist Approach to Offline Reinforcement Learning Scott Fujimoto S. Gu OffRL 46 780 0 12 Jun 2021
Robust Multi-Modal Policies for Industrial Assembly via Reinforcement Learning and Demonstrations: A Large-Scale Study Jianlan Luo Oleg O. Sushkov Rugile Pevceviciute Wenzhao Lian Chang Su Mel Vecerík Ning Ye S. Schaal Jonathan Scholz OffRL 24 60 0 21 Mar 2021
kPAM 2.0: Feedback Control for Category-Level Robotic Manipulation Wei Gao Russ Tedrake 27 71 0 11 Feb 2021
Semi-supervised reward learning for offline reinforcement learning Ksenia Konyushkova Konrad Zolna Y. Aytar Alexander Novikov Scott E. Reed Serkan Cabi Nando de Freitas SSL OffRL 68 23 0 12 Dec 2020
Offline Learning from Demonstrations and Unlabeled Experience Konrad Zolna Alexander Novikov Ksenia Konyushkova Çağlar Gülçehre Ziyun Wang Y. Aytar Misha Denil Nando de Freitas Scott E. Reed SSL OffRL 32 66 0 27 Nov 2020
Learning Dense Rewards for Contact-Rich Manipulation Tasks Zheng Wu Wenzhao Lian Vaibhav Unhelkar M. Tomizuka S. Schaal 8 37 0 17 Nov 2020
Joint Space Control via Deep Reinforcement Learning Visak C. V. Kumar David Hoeller Balakumar Sundaralingam Jonathan Tremblay Stan Birchfield DRL 22 15 0 12 Nov 2020
PRIMAL2: Pathfinding via Reinforcement and Imitation Multi-Agent Learning -- Lifelong Mehul Damani Zhiyao Luo Emerson Wenzel Guillaume Sartoretti AI4CE 102 120 0 16 Oct 2020
robosuite: A Modular Simulation Framework and Benchmark for Robot Learning Yuke Zhu J. Wong Ajay Mandlekar Roberto Martín-Martín Abhishek Joshi Soroush Nasiriany Yifeng Zhu Soroush Nasiriany Yifeng Zhu 37 430 0 25 Sep 2020
Learning Dexterous Grasping with Object-Centric Visual Affordances Priyanka Mandikal Kristen Grauman 24 135 0 03 Sep 2020
Indirect Object-to-Robot Pose Estimation from an External Monocular RGB Camera Jonathan Tremblay Stephen Tyree Terry Mosier Stan Birchfield 34 22 0 26 Aug 2020
Forgetful Experience Replay in Hierarchical Reinforcement Learning from Demonstrations Alexey Skrynnik A. Staroverov Ermek Aitygulov Kirill Aksenov Vasilii Davydov Aleksandr I. Panov OffRL 16 4 0 17 Jun 2020
Guided Uncertainty-Aware Policy Optimization: Combining Learning and Model-Based Strategies for Sample-Efficient Policy Learning Michelle A. Lee Carlos Florensa Jonathan Tremblay Nathan D. Ratliff Animesh Garg Fabio Ramos D. Fox 15 60 0 21 May 2020
State-Only Imitation Learning for Dexterous Manipulation Ilija Radosavovic Xiaolong Wang Lerrel Pinto Jitendra Malik OffRL 19 121 0 07 Apr 2020
When Autonomous Systems Meet Accuracy and Transferability through AI: A Survey Chongzhen Zhang Jianrui Wang Gary G. Yen Chaoqiang Zhao Qiyu Sun Yang Tang Feng Qian Jürgen Kurths AAML 31 20 0 29 Mar 2020
ACNMP: Skill Transfer and Task Extrapolation through Learning from Demonstration and Reinforcement Learning via Representation Sharing M. Akbulut Erhan Öztop M. Seker Y. Nagai Ahmet E. Tekden Emre Ugur 14 2 0 25 Mar 2020
Convolutional Neural Networks as a Model of the Visual System: Past, Present, and Future Grace W. Lindsay MedIm 35 423 0 20 Jan 2020
IKEA Furniture Assembly Environment for Long-Horizon Complex Manipulation Tasks Youngwoon Lee E. Hu Zhengyu Yang Alexander Yin Joseph J. Lim 31 120 0 17 Nov 2019
Task-Relevant Adversarial Imitation Learning Konrad Zolna Scott E. Reed Alexander Novikov Sergio Gomez Colmenarejo David Budden Serkan Cabi Misha Denil Nando de Freitas Ziyun Wang GAN 20 61 0 02 Oct 2019
Making Sense of Vision and Touch: Learning Multimodal Representations for Contact-Rich Tasks Michelle A. Lee Yuke Zhu Peter Zachares Matthew Tan K. Srinivasan Silvio Savarese Fei-Fei Li Animesh Garg Jeannette Bohg SSL 23 207 0 28 Jul 2019
Integration of Imitation Learning using GAIL and Reinforcement Learning using Task-achievement Rewards via Probabilistic Graphical Model Akira Kinose T. Taniguchi 30 20 0 03 Jul 2019
Variable Impedance Control in End-Effector Space: An Action Space for Reinforcement Learning in Contact-Rich Tasks Roberto Martín-Martín Michelle A. Lee Rachel Gardner Silvio Savarese Jeannette Bohg Animesh Garg 17 194 0 20 Jun 2019
RIDM: Reinforced Inverse Dynamics Modeling for Learning from a Single Observed Demonstration Brahma S. Pavse F. Torabi Josiah P. Hanna Garrett A. Warnell Peter Stone 19 33 0 18 Jun 2019
Goal-conditioned Imitation Learning Yiming Ding Carlos Florensa Mariano Phielipp Pieter Abbeel 22 219 0 13 Jun 2019