What Matters in Learning from Offline Human Demonstrations for Robot Manipulation

6 August 2021

Li Fei-Fei

Silvio Savarese

Yuke Zhu

Roberto Martín-Martín

OffRL

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Papers citing "What Matters in Learning from Offline Human Demonstrations for Robot Manipulation"

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Title
Effective Tuning Strategies for Generalist Robot Manipulation Policies Wenbo Zhang Yang Li Yanyuan Qiao Siyuan Huang Jiajun Liu Feras Dayoub Xiao Ma Lingqiao Liu 21 0 0 02 Oct 2024
Towards Effective Utilization of Mixed-Quality Demonstrations in Robotic Manipulation via Segment-Level Selection and Optimization Jingjing Chen Hongjie Fang Hao-Shu Fang Cewu Lu 40 2 0 30 Sep 2024
Feature Extractor or Decision Maker: Rethinking the Role of Visual Encoders in Visuomotor Policies Ruiyu Wang Zheyu Zhuang Shutong Jin Nils Ingelhag Danica Kragic Florian T. Pokorny 31 0 0 30 Sep 2024
Active Vision Might Be All You Need: Exploring Active Vision in Bimanual Robotic Manipulation Ian Chuang Andrew Lee Dechen Gao M-Mahdi Naddaf-Sh Iman Soltani 33 7 0 26 Sep 2024
Learning Diverse Robot Striking Motions with Diffusion Models and Kinematically Constrained Gradient Guidance Kin Man Lee Sean Ye Qingyu Xiao Zixuan Wu Z. Zaidi David B. DÁmbrosio Pannag R. Sanketi Matthew Gombolay 77 1 0 23 Sep 2024
Generalized Robot Learning Framework Jiahuan Yan Zhouyang Hong Yu Zhao Yu Tian Yunxin Liu Travis Davies Luhui Hu 37 0 0 18 Sep 2024
SDP: Spiking Diffusion Policy for Robotic Manipulation with Learnable Channel-Wise Membrane Thresholds Zhixing Hou Maoxu Gao Hang Yu Mengyu Yang Chio-in Ieong 45 1 0 17 Sep 2024
Offline Reinforcement Learning for Learning to Dispatch for Job Shop Scheduling Jesse van Remmerden Z. Bukhsh Yingqian Zhang OffRL OnRL 43 1 0 16 Sep 2024
Robots that Suggest Safe Alternatives Hyun Joe Jeong Andrea V. Bajcsy Andrea Bajcsy OffRL 43 1 0 15 Sep 2024
Jacta: A Versatile Planner for Learning Dexterous and Whole-body Manipulation Jan Brüdigam Ali-Adeeb Abbas Maks Sorokin Kuan Fang Brandon Hung Maya Guru Stefan Sosnowski Jiuguang Wang Sandra Hirche Simon Le Cleac'h 36 2 0 02 Aug 2024
QueST: Self-Supervised Skill Abstractions for Learning Continuous Control Atharva Mete Haotian Xue Albert Wilcox Yongxin Chen Animesh Garg SSL 35 16 0 22 Jul 2024
RoboCAS: A Benchmark for Robotic Manipulation in Complex Object Arrangement Scenarios Liming Zheng Feng Yan Fanfan Liu Chengjian Feng Zhuoliang Kang Lin Ma 42 2 0 09 Jul 2024
BiRoDiff: Diffusion policies for bipedal robot locomotion on unseen terrains Gvs Mothish Manan Tayal Shishir Kolathaya 38 4 0 07 Jul 2024
Residual-MPPI: Online Policy Customization for Continuous Control Pengcheng Wang Chenran Li Catherine Weaver Kenta Kawamoto M. Tomizuka Chen Tang Wei Zhan OffRL 34 3 0 01 Jul 2024
PerAct2: Benchmarking and Learning for Robotic Bimanual Manipulation Tasks Markus Grotz Mohit Shridhar Tamim Asfour Dieter Fox 31 10 0 29 Jun 2024
BAKU: An Efficient Transformer for Multi-Task Policy Learning Siddhant Haldar Zhuoran Peng Lerrel Pinto OffRL 41 26 0 11 Jun 2024
ManiCM: Real-time 3D Diffusion Policy via Consistency Model for Robotic Manipulation Guanxing Lu Zifeng Gao Tianxing Chen Wen-Dao Dai Ziwei Wang Yansong Tang Yansong Tang DiffM 73 14 0 03 Jun 2024
Data Efficient Behavior Cloning for Fine Manipulation via Continuity-based Corrective Labels Abhay Deshpande Liyiming Ke Quinn Pfeifer Abhishek Gupta S. Srinivasa 47 1 0 29 May 2024
Empowering Embodied Manipulation: A Bimanual-Mobile Robot Manipulation Dataset for Household Tasks Tianle Zhang Dongjiang Li Yihang Li Zecui Zeng Lin Zhao ... Yue Chen Xuelong Wei Yibing Zhan Lusong Li Xiaodong He 35 7 0 29 May 2024
How to Leverage Diverse Demonstrations in Offline Imitation Learning Sheng Yue Jiani Liu Xingyuan Hua Ju Ren Sen Lin Junshan Zhang Yaoxue Zhang OffRL 34 3 0 24 May 2024
JUICER: Data-Efficient Imitation Learning for Robotic Assembly Lars Ankile Anthony Simeonov Idan Shenfeld Pulkit Agrawal LM&Ro 42 15 0 04 Apr 2024
Multi-Stage Multi-Modal Pre-Training for Automatic Speech Recognition Yash Jain David M. Chan Pranav Dheram Aparna Khare Olabanji Shonibare Venkatesh Ravichandran Shalini Ghosh 40 2 0 28 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 61 177 0 19 Mar 2024
CyberDemo: Augmenting Simulated Human Demonstration for Real-World Dexterous Manipulation Jun Wang Yuzhe Qin Kaiming Kuang Yigit Korkmaz Akhilan Gurumoorthy Hao Su Xiaolong Wang 43 19 0 22 Feb 2024
BeTAIL: Behavior Transformer Adversarial Imitation Learning from Human Racing Gameplay Catherine Weaver Chen Tang Ce Hao Kenta Kawamoto Masayoshi Tomizuka Wei Zhan OffRL 32 0 0 22 Feb 2024
DiffTORI: Differentiable Trajectory Optimization for Deep Reinforcement and Imitation Learning Weikang Wan Ziyu Wang Zackory M. Erickson David Held David Held 28 4 0 08 Feb 2024
Inverse Reinforcement Learning by Estimating Expertise of Demonstrators M. Beliaev Ramtin Pedarsani 35 2 0 02 Feb 2024
A Survey on 3D Gaussian Splatting Guikun Chen Wenguan Wang 3DGS 47 171 0 08 Jan 2024
GenH2R: Learning Generalizable Human-to-Robot Handover via Scalable Simulation, Demonstration, and Imitation Zifan Wang Junyu Chen Ziqing Chen Pengwei Xie Rui Chen Li Yi 34 9 0 01 Jan 2024
Human-AI Collaboration in Real-World Complex Environment with Reinforcement Learning Md Saiful Islam Srijita Das S. Gottipati William Duguay Clodéric Mars Jalal Arabneydi Antoine Fagette Matthew J. Guzdial Matthew E. Taylor 35 1 0 23 Dec 2023
Aligning Human Intent from Imperfect Demonstrations with Confidence-based Inverse soft-Q Learning Xizhou Bu Wenjuan Li Zhengxiong Liu Zhiqiang Ma Panfeng Huang 20 1 0 18 Dec 2023
PLUM: Improving Inference Efficiency By Leveraging Repetition-Sparsity Trade-Off Sachit Kuhar Yash Jain Alexey Tumanov MQ 54 0 0 04 Dec 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
Offline Skill Generalization via Task and Motion Planning Shin Watanabe Geir Horn J. Tørresen K. Ellefsen OffRL 20 0 0 24 Nov 2023
Generalizable Imitation Learning Through Pre-Trained Representations Wei-Di Chang F. Hogan D. Meger Gregory Dudek Gregory Dudek 38 1 0 15 Nov 2023
CLIP-Motion: Learning Reward Functions for Robotic Actions Using Consecutive Observations Xuzhe Dang Stefan Edelkamp 37 4 0 06 Nov 2023
Learning Generalizable Manipulation Policies with Object-Centric 3D Representations Yifeng Zhu Zhenyu Jiang Peter Stone Yuke Zhu 3DPC 24 43 0 22 Oct 2023
Learning to Discern: Imitating Heterogeneous Human Demonstrations with Preference and Representation Learning Sachit Kuhar Shuo Cheng Shivang Chopra Matthew Bronars Danfei Xu 43 9 0 22 Oct 2023
Memory-Consistent Neural Networks for Imitation Learning Kaustubh Sridhar Souradeep Dutta Dinesh Jayaraman James Weimer Insup Lee 38 8 0 09 Oct 2023
One ACT Play: Single Demonstration Behavior Cloning with Action Chunking Transformers Abraham George A. Farimani OffRL 25 11 0 18 Sep 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 32 2 0 15 Aug 2023
Benchmarking Offline Reinforcement Learning on Real-Robot Hardware Nico Gürtler Sebastian Blaes Pavel Kolev Felix Widmaier Manuel Wüthrich Stefan Bauer Bernhard Schölkopf Georg Martius OffRL 33 28 0 28 Jul 2023
An Emergency Disposal Decision-making Method with Human--Machine Collaboration Yibo Guo Jingyi Xue Yingkang Zhang Mingliang Xu 25 0 0 29 May 2023
Coherent Soft Imitation Learning Joe Watson Sandy H. Huang Nicholas Heess 32 11 0 25 May 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
Distance Weighted Supervised Learning for Offline Interaction Data Joey Hejna Jensen Gao Dorsa Sadigh OffRL 36 12 0 26 Apr 2023
Affordances from Human Videos as a Versatile Representation for Robotics Shikhar Bahl Russell Mendonca Lili Chen Unnat Jain Deepak Pathak 41 161 0 17 Apr 2023
Chain-of-Thought Predictive Control Zhiwei Jia Vineet Thumuluri Fangchen Liu Ling-Hao Chen Zhiao Huang H. Su LM&Ro 33 20 0 03 Apr 2023
On the Utility of Koopman Operator Theory in Learning Dexterous Manipulation Skills Yunhai Han Mandy Xie Ye Zhao Harish Ravichandar 32 17 0 23 Mar 2023
Dexterity from Touch: Self-Supervised Pre-Training of Tactile Representations with Robotic Play Irmak Güzey Ben Evans Soumith Chintala Lerrel Pinto 70 65 0 21 Mar 2023