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RMA: Rapid Motor Adaptation for Legged Robots

RMA: Rapid Motor Adaptation for Legged Robots

8 July 2021
Ashish Kumar
Zipeng Fu
Deepak Pathak
Jitendra Malik
ArXivPDFHTML

Papers citing "RMA: Rapid Motor Adaptation for Legged Robots"

50 / 58 papers shown
Title
Situationally-Aware Dynamics Learning
Situationally-Aware Dynamics Learning
Alejandro Murillo-Gonzalez
Lantao Liu
99
0
0
26 May 2025
GRoQ-LoCO: Generalist and Robot-agnostic Quadruped Locomotion Control using Offline Datasets
GRoQ-LoCO: Generalist and Robot-agnostic Quadruped Locomotion Control using Offline Datasets
Narayanan PP
Sarvesh Prasanth Venkatesan
Srinivas Kantha Reddy
Shishir Kolathaya
OffRL
53
0
0
16 May 2025
Let Humanoids Hike! Integrative Skill Development on Complex Trails
Let Humanoids Hike! Integrative Skill Development on Complex Trails
Kwan-Yee Lin
Stella X.Yu
84
0
0
09 May 2025
High-Performance Reinforcement Learning on Spot: Optimizing Simulation Parameters with Distributional Measures
High-Performance Reinforcement Learning on Spot: Optimizing Simulation Parameters with Distributional Measures
A. J Miller
Fangzhou Yu
Michael Brauckmann
Farbod Farshidian
OffRL
BDL
93
1
0
24 Apr 2025
Learning Bipedal Locomotion on Gear-Driven Humanoid Robot Using Foot-Mounted IMUs
Learning Bipedal Locomotion on Gear-Driven Humanoid Robot Using Foot-Mounted IMUs
Sotaro Katayama
Yuta Koda
Norio Nagatsuka
Masaya Kinoshita
104
0
0
01 Apr 2025
ES-Parkour: Advanced Robot Parkour with Bio-inspired Event Camera and Spiking Neural Network
ES-Parkour: Advanced Robot Parkour with Bio-inspired Event Camera and Spiking Neural Network
Qiang Zhang
Jiahang Cao
Jingkai Sun
Yecheng Shao
Gang Han
Wen Zhao
Yijie Guo
Renjing Xu
98
0
0
13 Mar 2025
Masked Sensory-Temporal Attention for Sensor Generalization in Quadruped Locomotion
Masked Sensory-Temporal Attention for Sensor Generalization in Quadruped Locomotion
Dikai Liu
Tianwei Zhang
Jianxiong Yin
Simon See
217
1
0
13 Mar 2025
Reasoning in visual navigation of end-to-end trained agents: a dynamical systems approach
Reasoning in visual navigation of end-to-end trained agents: a dynamical systems approach
Steeven Janny
Hervé Poirier
L. Antsfeld
G. Bono
G. Monaci
Boris Chidlovskii
Francesco Giuliari
Alessio Del Bue
Christian Wolf
LM&Ro
141
0
0
11 Mar 2025
ArticuBot: Learning Universal Articulated Object Manipulation Policy via Large Scale Simulation
ArticuBot: Learning Universal Articulated Object Manipulation Policy via Large Scale Simulation
Yufei Wang
Ziyu Wang
Mino Nakura
Pratik Bhowal
Chia-Liang Kuo
Yi-Ting Chen
Zackory M. Erickson
David Held
119
0
0
04 Mar 2025
Discrete-Time Hybrid Automata Learning: Legged Locomotion Meets Skateboarding
Discrete-Time Hybrid Automata Learning: Legged Locomotion Meets Skateboarding
Hang Liu
Sangli Teng
Ben Liu
Wei Zhang
Maani Ghaffari
88
4
0
03 Mar 2025
Learning Perceptive Humanoid Locomotion over Challenging Terrain
Learning Perceptive Humanoid Locomotion over Challenging Terrain
Wandong Sun
Baoshi Cao
L. Chen
Yongbo Su
Yang Liu
Zongwu Xie
Hong Liu
101
2
0
02 Mar 2025
Learning Getting-Up Policies for Real-World Humanoid Robots
Learning Getting-Up Policies for Real-World Humanoid Robots
Xialin He
Runpei Dong
Zixuan Chen
Saurabh Gupta
101
8
0
17 Feb 2025
MonoForce: Learnable Image-conditioned Physics Engine
MonoForce: Learnable Image-conditioned Physics Engine
R. Agishev
Karel Zimmermann
190
0
0
14 Feb 2025
A Real-to-Sim-to-Real Approach to Robotic Manipulation with VLM-Generated Iterative Keypoint Rewards
A Real-to-Sim-to-Real Approach to Robotic Manipulation with VLM-Generated Iterative Keypoint Rewards
Shivansh Patel
Xinchen Yin
Wenlong Huang
Shubham Garg
H. Nayyeri
Li Fei-Fei
Svetlana Lazebnik
Yongqian Li
131
1
0
12 Feb 2025
Rapidly Adapting Policies to the Real World via Simulation-Guided Fine-Tuning
Rapidly Adapting Policies to the Real World via Simulation-Guided Fine-Tuning
Patrick Yin
Tyler Westenbroek
Simran Bagaria
Kevin Huang
Ching-an Cheng
Andrey Kobolov
Abhishek Gupta
126
3
0
04 Feb 2025
Toward Task Generalization via Memory Augmentation in Meta-Reinforcement Learning
Toward Task Generalization via Memory Augmentation in Meta-Reinforcement Learning
Kaixi Bao
Chenhao Li
Yarden As
Andreas Krause
Marco Hutter
OffRL
CLL
186
1
0
03 Feb 2025
Understanding Expectations for a Robotic Guide Dog for Visually Impaired People
Understanding Expectations for a Robotic Guide Dog for Visually Impaired People
J. Kim
Morgan Byrd
Jack L. Crandell
Bruce N. Walker
Greg Turk
Sehoon Ha
95
2
0
08 Jan 2025
SOUS VIDE: Cooking Visual Drone Navigation Policies in a Gaussian Splatting Vacuum
SOUS VIDE: Cooking Visual Drone Navigation Policies in a Gaussian Splatting Vacuum
JunEn Low
Maximilian Adang
Javier Yu
Keiko Nagami
Mac Schwager
3DGS
VGen
156
5
0
20 Dec 2024
Robust Contact-rich Manipulation through Implicit Motor Adaptation
Robust Contact-rich Manipulation through Implicit Motor Adaptation
Teng Xue
Amirreza Razmjoo
Suhan Shetty
Sylvain Calinon
136
1
0
16 Dec 2024
An Adaptive Grasping Force Tracking Strategy for Nonlinear and Time-Varying Object Behaviors
An Adaptive Grasping Force Tracking Strategy for Nonlinear and Time-Varying Object Behaviors
Ziyang Cheng
Xiangyu Tian
Ruomin Sui
Tiemin Li
Yao Jiang
90
0
0
03 Dec 2024
Local Policies Enable Zero-shot Long-horizon Manipulation
Local Policies Enable Zero-shot Long-horizon Manipulation
Murtaza Dalal
Min Liu
Walter Talbott
Chen Chen
Deepak Pathak
Jian Zhang
Ruslan Salakhutdinov
114
3
0
29 Oct 2024
Environment as Policy: Learning to Race in Unseen Tracks
Environment as Policy: Learning to Race in Unseen Tracks
Hongze Wang
Jiaxu Xing
Nico Messikommer
Davide Scaramuzza
71
1
0
29 Oct 2024
Agile Mobility with Rapid Online Adaptation via Meta-learning and Uncertainty-aware MPPI
Agile Mobility with Rapid Online Adaptation via Meta-learning and Uncertainty-aware MPPI
Dvij Kalaria
Haoru Xue
Wenli Xiao
Tony Tao
Guanya Shi
John M. Dolan
62
2
0
09 Oct 2024
Playful DoggyBot: Learning Agile and Precise Quadrupedal Locomotion
Playful DoggyBot: Learning Agile and Precise Quadrupedal Locomotion
Xin Duan
Ziwen Zhuang
Hang Zhao
Soeren Schwertfeger
97
2
0
30 Sep 2024
Context-Based Meta Reinforcement Learning for Robust and Adaptable Peg-in-Hole Assembly Tasks
Context-Based Meta Reinforcement Learning for Robust and Adaptable Peg-in-Hole Assembly Tasks
Ahmed Shokry
Walid Gomaa
Tobias Zaenker
Murad Dawood
Shady A. Maged
Mohammed I. Awad
Maren Bennewitz
Maren Bennewitz
OffRL
58
0
0
24 Sep 2024
PIP-Loco: A Proprioceptive Infinite Horizon Planning Framework for Quadrupedal Robot Locomotion
PIP-Loco: A Proprioceptive Infinite Horizon Planning Framework for Quadrupedal Robot Locomotion
Aditya Shirwatkar
Naman Saxena
Kishore Chandra
Shishir Kolathaya
88
3
0
14 Sep 2024
One Policy to Run Them All: an End-to-end Learning Approach to Multi-Embodiment Locomotion
One Policy to Run Them All: an End-to-end Learning Approach to Multi-Embodiment Locomotion
Nico Bohlinger
Grzegorz Czechmanowski
Maciej Krupka
Piotr Kicki
Krzysztof Walas
Jan Peters
Davide Tateo
78
20
0
10 Sep 2024
Achieving Human Level Competitive Robot Table Tennis
Achieving Human Level Competitive Robot Table Tennis
David B. DÁmbrosio
Saminda Abeyruwan
L. Graesser
Atil Iscen
H. B. Amor
...
Vikas Sindhwani
Vincent Vanhoucke
Grace Vesom
P. Xu
Pannag R Sanketi
113
15
0
07 Aug 2024
Following the Human Thread in Social Navigation
Following the Human Thread in Social Navigation
Luca Scofano
Alessio Sampieri
Tommaso Campari
Valentino Sacco
Indro Spinelli
Lamberto Ballan
Fabio Galasso
68
0
0
17 Apr 2024
Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning
Towards an Information Theoretic Framework of Context-Based Offline Meta-Reinforcement Learning
Lanqing Li
Hai Zhang
Xinyu Zhang
Shatong Zhu
Junqiao Zhao
Junqiao Zhao
Pheng-Ann Heng
OffRL
74
8
0
04 Feb 2024
OmniDrones: An Efficient and Flexible Platform for Reinforcement Learning in Drone Control
OmniDrones: An Efficient and Flexible Platform for Reinforcement Learning in Drone Control
Botian Xu
Feng Gao
Chao Yu
Chao Yu
Yi Wu
Yu Wang
85
30
0
22 Sep 2023
Dynamics Randomization Revisited:A Case Study for Quadrupedal Locomotion
Dynamics Randomization Revisited:A Case Study for Quadrupedal Locomotion
Zhaoming Xie
Xingye Da
M. van de Panne
Buck Babich
Animesh Garg
68
91
0
04 Nov 2020
Learning Quadrupedal Locomotion over Challenging Terrain
Learning Quadrupedal Locomotion over Challenging Terrain
Joonho Lee
Jemin Hwangbo
Lorenz Wellhausen
V. Koltun
Marco Hutter
122
1,170
0
21 Oct 2020
Learning Agile Robotic Locomotion Skills by Imitating Animals
Learning Agile Robotic Locomotion Skills by Imitating Animals
Xue Bin Peng
Erwin Coumans
Tingnan Zhang
T. Lee
Jie Tan
Sergey Levine
115
504
0
02 Apr 2020
Rapidly Adaptable Legged Robots via Evolutionary Meta-Learning
Rapidly Adaptable Legged Robots via Evolutionary Meta-Learning
Xingyou Song
Yuxiang Yang
K. Choromanski
Ken Caluwaerts
Wenbo Gao
Chelsea Finn
Jie Tan
170
80
0
02 Mar 2020
Policies Modulating Trajectory Generators
Policies Modulating Trajectory Generators
Atil Iscen
Ken Caluwaerts
Jie Tan
Tingnan Zhang
Erwin Coumans
Vikas Sindhwani
Vincent Vanhoucke
60
132
0
07 Oct 2019
Learning Fast Adaptation with Meta Strategy Optimization
Learning Fast Adaptation with Meta Strategy Optimization
Wenhao Yu
Jie Tan
Yunfei Bai
Erwin Coumans
Sehoon Ha
72
93
0
28 Sep 2019
Multi-Agent Manipulation via Locomotion using Hierarchical Sim2Real
Multi-Agent Manipulation via Locomotion using Hierarchical Sim2Real
Ofir Nachum
Michael Ahn
Hugo Ponte
S. Gu
Vikash Kumar
56
90
0
13 Aug 2019
Environment Probing Interaction Policies
Environment Probing Interaction Policies
Wenxuan Zhou
Lerrel Pinto
Abhinav Gupta
56
67
0
26 Jul 2019
Data Efficient Reinforcement Learning for Legged Robots
Data Efficient Reinforcement Learning for Legged Robots
Yuxiang Yang
Ken Caluwaerts
Atil Iscen
Tingnan Zhang
Jie Tan
Vikas Sindhwani
73
140
0
08 Jul 2019
Sim-to-Real Transfer for Biped Locomotion
Sim-to-Real Transfer for Biped Locomotion
Wenhao Yu
Visak C. V. Kumar
Greg Turk
Chenxi Liu
36
115
0
04 Mar 2019
Learning agile and dynamic motor skills for legged robots
Learning agile and dynamic motor skills for legged robots
Jemin Hwangbo
Joonho Lee
Alexey Dosovitskiy
Dario Bellicoso
Vassilios Tsounis
V. Koltun
Marco Hutter
103
1,309
0
24 Jan 2019
Learning to Walk via Deep Reinforcement Learning
Learning to Walk via Deep Reinforcement Learning
Tuomas Haarnoja
Sehoon Ha
Aurick Zhou
Jie Tan
George Tucker
Sergey Levine
100
438
0
26 Dec 2018
Policy Transfer with Strategy Optimization
Policy Transfer with Strategy Optimization
Wenhao Yu
Chenxi Liu
Greg Turk
62
80
0
12 Oct 2018
Optimizing Simulations with Noise-Tolerant Structured Exploration
Optimizing Simulations with Noise-Tolerant Structured Exploration
K. Choromanski
Atil Iscen
Vikas Sindhwani
Jie Tan
Erwin Coumans
49
12
0
20 May 2018
Sim-to-Real: Learning Agile Locomotion For Quadruped Robots
Sim-to-Real: Learning Agile Locomotion For Quadruped Robots
Jie Tan
Tingnan Zhang
Erwin Coumans
Atil Iscen
Yunfei Bai
Danijar Hafner
Steven Bohez
Vincent Vanhoucke
88
803
0
27 Apr 2018
Learning to Adapt in Dynamic, Real-World Environments Through
  Meta-Reinforcement Learning
Learning to Adapt in Dynamic, Real-World Environments Through Meta-Reinforcement Learning
Anusha Nagabandi
I. Clavera
Simin Liu
R. Fearing
Pieter Abbeel
Sergey Levine
Chelsea Finn
117
548
0
30 Mar 2018
Addressing Function Approximation Error in Actor-Critic Methods
Addressing Function Approximation Error in Actor-Critic Methods
Scott Fujimoto
H. V. Hoof
David Meger
OffRL
169
5,182
0
26 Feb 2018
Sim-to-Real Transfer of Robotic Control with Dynamics Randomization
Sim-to-Real Transfer of Robotic Control with Dynamics Randomization
Xue Bin Peng
Marcin Andrychowicz
Wojciech Zaremba
Pieter Abbeel
102
1,363
0
18 Oct 2017
Proximal Policy Optimization Algorithms
Proximal Policy Optimization Algorithms
John Schulman
Filip Wolski
Prafulla Dhariwal
Alec Radford
Oleg Klimov
OffRL
478
19,019
0
20 Jul 2017
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