Title
AnyBody: A Benchmark Suite for Cross-Embodiment Manipulation Meenal Parakh Alexandre Kirchmeyer Beining Han Jia Deng LM&Ro 138 0 0 21 May 2025
ViTaMIn: Learning Contact-Rich Tasks Through Robot-Free Visuo-Tactile Manipulation Interface Fangchen Liu Chuanyu Li Yihua Qin Ankit Shaw Jinfeng Xu Pieter Abbeel Rui Chen 114 5 0 08 Apr 2025
MInCo: Mitigating Information Conflicts in Distracted Visual Model-based Reinforcement Learning Shiguang Sun Hanbo Zhang Zeyang Liu Xinrui Yang Lipeng Wan Bing Yan Xingyu Chen Xuguang Lan 190 0 0 05 Apr 2025
GR00T N1: An Open Foundation Model for Generalist Humanoid Robots Nvidia Johan Bjorck Fernando Castañeda Nikita Cherniadev Xingye Da ... Ao Zhang Hao Zhang Yizhou Zhao Ruijie Zheng Yuke Zhu VLM 148 52 0 18 Mar 2025
HybridVLA: Collaborative Diffusion and Autoregression in a Unified Vision-Language-Action Model Jiaming Liu Hao Chen Pengju An Zhuoyang Liu Renrui Zhang ... Chengkai Hou Mengdi Zhao KC alex Zhou Pheng-Ann Heng Shanghang Zhang 147 16 0 13 Mar 2025
EMMOE: A Comprehensive Benchmark for Embodied Mobile Manipulation in Open Environments Dongping Li Tielong Cai Tianci Tang Wenhao Chai Katherine Rose Driggs-Campbell Gaoang Wang LM&Ro 201 0 0 11 Mar 2025
VidBot: Learning Generalizable 3D Actions from In-the-Wild 2D Human Videos for Zero-Shot Robotic Manipulation Hanzhi Chen Boyang Sun Anran Zhang Marc Pollefeys Stefan Leutenegger LM&Ro 132 0 0 10 Mar 2025
SR-Reward: Taking The Path More Traveled Seyed Mahdi Basiri Azad Zahra Padar Gabriel Kalweit Joschka Boedecker OffRL 140 0 0 04 Jan 2025
Stabilizing Reinforcement Learning in Differentiable Multiphysics Simulation Eliot Xing Vernon Luk Jean Oh 147 0 0 16 Dec 2024
Reward-free World Models for Online Imitation Learning Shangzhe Li Zhiao Huang H. Su OffRL 141 1 0 17 Oct 2024
RDT-1B: a Diffusion Foundation Model for Bimanual Manipulation Songming Liu Lingxuan Wu Bangguo Li Hengkai Tan Huayu Chen Zhengyi Wang Ke Xu Hang Su Jun Zhu 119 113 0 10 Oct 2024
M3Bench: Benchmarking Whole-body Motion Generation for Mobile Manipulation in 3D Scenes Zeyu Zhang Sixu Yan Muzhi Han Zaijin Wang Xinggang Wang Song-Chun Zhu Hangxin Liu 95 2 0 09 Oct 2024
ET-Plan-Bench: Embodied Task-level Planning Benchmark Towards Spatial-Temporal Cognition with Foundation Models Lingfeng Zhang Yuening Wang Hongjian Gu Atia Hamidizadeh Zhanguang Zhang ... Tongtong Cao Yuzheng Zhuang Yingxue Zhang Jianye Hao Jianye Hao LM&Ro 80 2 0 02 Oct 2024
COHERENT: Collaboration of Heterogeneous Multi-Robot System with Large Language Models Kehui Liu Zixin Tang Dong Wang Ziyi Wang Bin Zhao Bin Zhao 90 14 0 23 Sep 2024
RoboCAS: A Benchmark for Robotic Manipulation in Complex Object Arrangement Scenarios Liming Zheng Feng Yan Fanfan Liu Chengjian Feng Zhuoliang Kang Lin Ma 115 2 0 09 Jul 2024
Simplifying Deep Temporal Difference Learning Matteo Gallici Mattie Fellows Benjamin Ellis B. Pou Ivan Masmitja Jakob Foerster Mario Martin OffRL 118 25 0 05 Jul 2024
DiffTORI: Differentiable Trajectory Optimization for Deep Reinforcement and Imitation Learning Weikang Wan Ziyu Wang Yufei Wang Zackory M. Erickson David Held 87 4 0 08 Feb 2024
SoftMAC: Differentiable Soft Body Simulation with Forecast-based Contact Model and Two-way Coupling with Articulated Rigid Bodies and Clothes Min Liu Gang Yang Siyuan Luo Lin Shao 64 3 0 06 Dec 2023
Frame Mining: a Free Lunch for Learning Robotic Manipulation from 3D Point Clouds Minghua Liu Xuanlin Li Z. Ling Yangyan Li Hao Su 64 32 0 14 Oct 2022
Perceiver-Actor: A Multi-Task Transformer for Robotic Manipulation Mohit Shridhar Lucas Manuelli Dieter Fox LM&Ro 255 493 0 12 Sep 2022
Multi-skill Mobile Manipulation for Object Rearrangement Jiayuan Gu Devendra Singh Chaplot Hao Su Jitendra Malik 98 53 0 06 Sep 2022
Improving Policy Optimization with Generalist-Specialist Learning Zhiwei Jia Xuanlin Li Z. Ling Shuang Liu Yiran Wu H. Su OffRL 69 25 0 26 Jun 2022
EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine Jiayi Weng Min Lin Shengyi Huang Bo Liu Denys Makoviichuk ... Yufan Song Ting Luo Yukun Jiang Zhongwen Xu Shuicheng Yan MoE 61 62 0 21 Jun 2022
Do As I Can, Not As I Say: Grounding Language in Robotic Affordances Michael Ahn Anthony Brohan Noah Brown Yevgen Chebotar Omar Cortes ... Ted Xiao Peng Xu Sichun Xu Mengyuan Yan Andy Zeng LM&Ro 184 1,961 0 04 Apr 2022
Isaac Gym: High Performance GPU-Based Physics Simulation For Robot Learning Viktor Makoviychuk Lukasz Wawrzyniak Yunrong Guo Michelle Lu Kier Storey ... David Hoeller Nikita Rudin Arthur Allshire Ankur Handa Gavriel State 176 1,077 0 24 Aug 2021
BEHAVIOR: Benchmark for Everyday Household Activities in Virtual, Interactive, and Ecological Environments S. Srivastava Chengshu Li Michael Lingelbach Roberto Martín-Martín Fei Xia ... Chenxi Liu Silvio Savarese H. Gweon Jiajun Wu Li Fei-Fei LM&Ro 226 164 0 06 Aug 2021
ManiSkill: Generalizable Manipulation Skill Benchmark with Large-Scale Demonstrations Tongzhou Mu Z. Ling Fanbo Xiang Derek Yang Xuanlin Li Stone Tao Zhiao Huang Zhiwei Jia Hao Su 97 137 0 30 Jul 2021
Tianshou: a Highly Modularized Deep Reinforcement Learning Library Jiayi Weng Huayu Chen Dong Yan Kaichao You Alexis Duburcq Minghao Zhang Yi Su Hang Su Jun Zhu NoLa OffRL 77 202 0 29 Jul 2021
Habitat 2.0: Training Home Assistants to Rearrange their Habitat Andrew Szot Alexander Clegg Eric Undersander Erik Wijmans Yili Zhao ... Z. Kira V. Koltun Jitendra Malik Manolis Savva Dhruv Batra LM&Ro 104 518 0 28 Jun 2021
ManipulaTHOR: A Framework for Visual Object Manipulation Kiana Ehsani Winson Han Alvaro Herrasti Eli VanderBilt Luca Weihs Eric Kolve Aniruddha Kembhavi Roozbeh Mottaghi LM&Ro 237 130 0 22 Apr 2021
PlasticineLab: A Soft-Body Manipulation Benchmark with Differentiable Physics Zhiao Huang Yuanming Hu Tao Du Siyuan Zhou Hao Su J. Tenenbaum Chuang Gan AI4CE 69 133 0 07 Apr 2021
Contact-GraspNet: Efficient 6-DoF Grasp Generation in Cluttered Scenes M. Sundermeyer Arsalan Mousavian Rudolph Triebel Dieter Fox 3DPC 76 362 0 25 Mar 2021
The ThreeDWorld Transport Challenge: A Visually Guided Task-and-Motion Planning Benchmark for Physically Realistic Embodied AI Chuang Gan Siyuan Zhou Jeremy Schwartz S. Alter Abhishek Bhandwaldar ... Daniel L. K. Yamins J. DiCarlo Josh H. McDermott Antonio Torralba J. Tenenbaum LM&Ro 90 80 0 25 Mar 2021
ACRONYM: A Large-Scale Grasp Dataset Based on Simulation Clemens Eppner Arsalan Mousavian Dieter Fox 96 210 0 18 Nov 2020
SoftGym: Benchmarking Deep Reinforcement Learning for Deformable Object Manipulation Xingyu Lin Yufei Wang Jake Olkin David Held 79 218 0 14 Nov 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 169 445 0 25 Sep 2020
ThreeDWorld: A Platform for Interactive Multi-Modal Physical Simulation Chuang Gan Jeremy Schwartz S. Alter Damian Mrowca Martin Schrimpf ... Antonio Torralba J. DiCarlo J. Tenenbaum Josh H. McDermott Daniel L. K. Yamins VGen 141 314 0 09 Jul 2020
SAPIEN: A SimulAted Part-based Interactive ENvironment Fanbo Xiang Yuzhe Qin Kaichun Mo Yikuan Xia Hao Zhu ... He Wang Li Yi Angel X. Chang Leonidas Guibas Hao Su 281 506 0 19 Mar 2020
EGAD! an Evolved Grasping Analysis Dataset for diversity and reproducibility in robotic manipulation D. Morrison Peter Corke Jurgen Leitner 156 139 0 03 Mar 2020
S4G: Amodal Single-view Single-Shot SE(3) Grasp Detection in Cluttered Scenes Yuzhe Qin Rui Chen Hao Zhu Meng Song Jing Xu Hao Su 87 158 0 31 Oct 2019
Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning Tianhe Yu Deirdre Quillen Zhanpeng He Ryan Julian Avnish Narayan Hayden Shively Adithya Bellathur Karol Hausman Chelsea Finn Sergey Levine OffRL 241 1,167 0 24 Oct 2019
RLBench: The Robot Learning Benchmark & Learning Environment Stephen James Z. Ma David Rovick Arrojo Andrew J. Davison SSL VLM OffRL 109 553 0 26 Sep 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 72 196 0 20 Jun 2019
IMPALA: Scalable Distributed Deep-RL with Importance Weighted Actor-Learner Architectures L. Espeholt Hubert Soyer Rémi Munos Karen Simonyan Volodymyr Mnih ... Vlad Firoiu Tim Harley Iain Dunning Shane Legg Koray Kavukcuoglu 220 1,600 0 05 Feb 2018
Learning Complex Dexterous Manipulation with Deep Reinforcement Learning and Demonstrations Aravind Rajeswaran Vikash Kumar Abhishek Gupta Giulia Vezzani John Schulman E. Todorov Sergey Levine 139 1,100 0 28 Sep 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 499 19,065 0 20 Jul 2017
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 484 14,320 0 02 Dec 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.9K 150,115 0 22 Dec 2014