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Dynamics Randomization Revisited:A Case Study for Quadrupedal Locomotion
v1v2v3 (latest)

Dynamics Randomization Revisited:A Case Study for Quadrupedal Locomotion

4 November 2020
Zhaoming Xie
Xingye Da
M. van de Panne
Buck Babich
Animesh Garg
ArXiv (abs)PDFHTML

Papers citing "Dynamics Randomization Revisited:A Case Study for Quadrupedal Locomotion"

50 / 67 papers shown
H-Zero: Cross-Humanoid Locomotion Pretraining Enables Few-shot Novel Embodiment Transfer
H-Zero: Cross-Humanoid Locomotion Pretraining Enables Few-shot Novel Embodiment Transfer
Yunfeng Lin
Minghuan Liu
Yufei Xue
Ming Zhou
Yong Yu
Jiangmiao Pang
Weinan Zhang
119
0
0
30 Nov 2025
Sampling Strategies for Robust Universal Quadrupedal Locomotion Policies
Sampling Strategies for Robust Universal Quadrupedal Locomotion Policies
David Rytz
Kim Tien Ly
Ioannis Havoutis
236
0
0
08 Oct 2025
Vision-Proprioception Fusion with Mamba2 in End-to-End Reinforcement Learning for Motion Control
Vision-Proprioception Fusion with Mamba2 in End-to-End Reinforcement Learning for Motion Control
Gavin Tao
Yinuo Wang
Jinzhao Zhou
Mamba
229
0
0
09 Sep 2025
LocoMamba: Vision-Driven Locomotion via End-to-End Deep Reinforcement Learning with Mamba
LocoMamba: Vision-Driven Locomotion via End-to-End Deep Reinforcement Learning with Mamba
Allen Wang
Gavin Tao
Mamba
341
5
0
16 Aug 2025
Unsupervised Skill Discovery as Exploration for Learning Agile Locomotion
Unsupervised Skill Discovery as Exploration for Learning Agile Locomotion
Seungeun Rho
Kartik Garg
Morgan Byrd
Sehoon Ha
337
6
0
12 Aug 2025
Whole-Body Constrained Learning for Legged Locomotion via Hierarchical Optimization
Whole-Body Constrained Learning for Legged Locomotion via Hierarchical OptimizationIEEE Robotics and Automation Letters (IEEE RA-L), 2025
Haoyu Wang
Ruyi Zhou
L. Ding
Tie Liu
Zhelin Zhang
P. Xu
Haibo Gao
Z. Deng
241
2
0
05 Jun 2025
Disturbance-Aware Adaptive Compensation in Hybrid Force-Position Locomotion Policy for Legged Robots
Disturbance-Aware Adaptive Compensation in Hybrid Force-Position Locomotion Policy for Legged Robots
Yang Zhang
Buqing Nie
Zhanxiang Cao
Y. Fu
Yue Gao
232
3
0
31 May 2025
McARL:Morphology-Control-Aware Reinforcement Learning for Generalizable Quadrupedal Locomotion
McARL:Morphology-Control-Aware Reinforcement Learning for Generalizable Quadrupedal Locomotion
Prakhar Mishra
Amir Hossain Raj
Xuesu Xiao
Dinesh Manocha
311
0
0
23 May 2025
HACL: History-Aware Curriculum Learning for Fast Locomotion
HACL: History-Aware Curriculum Learning for Fast Locomotion
Prakhar Mishra
Amir Hossain Raj
Xuesu Xiao
Dinesh Manocha
417
2
0
23 May 2025
Robust Reinforcement Learning-Based Locomotion for Resource-Constrained Quadrupeds with Exteroceptive Sensing
Robust Reinforcement Learning-Based Locomotion for Resource-Constrained Quadrupeds with Exteroceptive SensingIEEE International Conference on Robotics and Automation (ICRA), 2025
Davide Plozza
Patricia Apostol
Paul Joseph
Simon Schläpfer
Michele Magno
356
0
0
18 May 2025
Training Directional Locomotion for Quadrupedal Low-Cost Robotic Systems via Deep Reinforcement Learning
Training Directional Locomotion for Quadrupedal Low-Cost Robotic Systems via Deep Reinforcement Learning
Peter Böhm
Archie C. Chapman
Pauline Pounds
386
0
0
14 Mar 2025
Learning Robotic Policy with Imagined Transition: Mitigating the Trade-off between Robustness and Optimality
Learning Robotic Policy with Imagined Transition: Mitigating the Trade-off between Robustness and Optimality
Wei Xiao
Shangke Lyu
Zhefei Gong
Renjie Wang
Donglin Wang
467
2
0
13 Mar 2025
Bridging the Sim-to-Real Gap for Athletic Loco-Manipulation
Bridging the Sim-to-Real Gap for Athletic Loco-Manipulation
Nolan Fey
G. Margolis
Martin Peticco
Pulkit Agrawal
326
15
0
15 Feb 2025
Variable Stiffness for Robust Locomotion through Reinforcement Learning
Variable Stiffness for Robust Locomotion through Reinforcement Learning
Dario Spoljaric
Yashuai Yan
Dongheui Lee
505
2
0
13 Feb 2025
LoopSR: Looping Sim-and-Real for Lifelong Policy Adaptation of Legged Robots
LoopSR: Looping Sim-and-Real for Lifelong Policy Adaptation of Legged RobotsIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2024
Peilin Wu
Weiji Xie
Jiahang Cao
H. Lai
Weinan Zhang
417
5
0
26 Sep 2024
World Model-based Perception for Visual Legged Locomotion
World Model-based Perception for Visual Legged LocomotionIEEE International Conference on Robotics and Automation (ICRA), 2024
Hang Lai
Jiahang Cao
Jiafeng Xu
Hongtao Wu
Yunfeng Lin
Tao Kong
Yong Yu
Weinan Zhang
VGen
239
22
0
25 Sep 2024
Commonsense Reasoning for Legged Robot Adaptation with Vision-Language
  Models
Commonsense Reasoning for Legged Robot Adaptation with Vision-Language Models
Annie S. Chen
Alec M. Lessing
Andy Tang
Govind Chada
Laura Smith
Sergey Levine
Chelsea Finn
LM&RoLRM
317
20
0
02 Jul 2024
DrEureka: Language Model Guided Sim-To-Real Transfer
DrEureka: Language Model Guided Sim-To-Real Transfer
Yecheng Jason Ma
William Liang
Hung-Ju Wang
Sam Wang
Yuke Zhu
Linxi Fan
Osbert Bastani
Dinesh Jayaraman
382
82
0
04 Jun 2024
Learning-based legged locomotion; state of the art and future
  perspectives
Learning-based legged locomotion; state of the art and future perspectives
Sehoon Ha
Joonho Lee
M. van de Panne
Zhaoming Xie
Wenhao Yu
Majid Khadiv
371
44
0
03 Jun 2024
Data-Efficient Approach to Humanoid Control via Fine-Tuning a
  Pre-Trained GPT on Action Data
Data-Efficient Approach to Humanoid Control via Fine-Tuning a Pre-Trained GPT on Action Data
Siddharth Padmanabhan
Kazuki Miyazawa
Takato Horii
Takayuki Nagai
238
0
0
29 May 2024
Rethinking Robustness Assessment: Adversarial Attacks on Learning-based
  Quadrupedal Locomotion Controllers
Rethinking Robustness Assessment: Adversarial Attacks on Learning-based Quadrupedal Locomotion Controllers
Fan Shi
Chong Zhang
Takahiro Miki
Joonho Lee
Marco Hutter
Stelian Coros
AAML
400
31
0
21 May 2024
An Efficient Learning Control Framework With Sim-to-Real for String-Type Artificial Muscle-Driven Robotic Systems
An Efficient Learning Control Framework With Sim-to-Real for String-Type Artificial Muscle-Driven Robotic SystemsIEEE/ASME transactions on mechatronics (TAM), 2024
Jiyue Tao
Yunsong Zhang
Sunil Kumar Rajendran
Feitian Zhang
532
0
0
17 May 2024
Impedance Matching: Enabling an RL-Based Running Jump in a Quadruped
  Robot
Impedance Matching: Enabling an RL-Based Running Jump in a Quadruped Robot
Neil Guan
Shangqun Yu
Shifan Zhu
Donghyun Kim
267
2
0
23 Apr 2024
CaT: Constraints as Terminations for Legged Locomotion Reinforcement
  Learning
CaT: Constraints as Terminations for Legged Locomotion Reinforcement Learning
Elliot Chane-Sane
Pierre-Alexandre Leziart
T. Flayols
O. Stasse
Philippe Souères
Nicolas Mansard
359
33
0
27 Mar 2024
An Efficient Model-Based Approach on Learning Agile Motor Skills without
  Reinforcement
An Efficient Model-Based Approach on Learning Agile Motor Skills without Reinforcement
Hao-bin Shi
Tingguang Li
Qing Zhu
Jiapeng Sheng
Lei Han
Max Q.-H. Meng
312
3
0
04 Mar 2024
Learning Emergent Gaits with Decentralized Phase Oscillators: on the
  role of Observations, Rewards, and Feedback
Learning Emergent Gaits with Decentralized Phase Oscillators: on the role of Observations, Rewards, and Feedback
Jenny Zhang
Steve Heim
Seungmin Jeon
Sangbae Kim
343
5
0
13 Feb 2024
Reinforcement Learning for Versatile, Dynamic, and Robust Bipedal
  Locomotion Control
Reinforcement Learning for Versatile, Dynamic, and Robust Bipedal Locomotion Control
Zhongyu Li
Xue Bin Peng
Pieter Abbeel
Sergey Levine
Glen Berseth
Koushil Sreenath
355
189
0
30 Jan 2024
Hybrid Internal Model: Learning Agile Legged Locomotion with Simulated
  Robot Response
Hybrid Internal Model: Learning Agile Legged Locomotion with Simulated Robot Response
Junfeng Long
Zirui Wang
Quanyi Li
Jiawei Gao
Liu Cao
Jiangmiao Pang
463
63
0
18 Dec 2023
Learning Agile Locomotion on Risky Terrains
Learning Agile Locomotion on Risky Terrains
Chong Zhang
Nikita Rudin
David Hoeller
Marco Hutter
290
44
0
17 Nov 2023
Adapt On-the-Go: Behavior Modulation for Single-Life Robot Deployment
Adapt On-the-Go: Behavior Modulation for Single-Life Robot Deployment
Annie S. Chen
Govind Chada
Laura M. Smith
Archit Sharma
Zipeng Fu
Sergey Levine
Chelsea Finn
564
10
0
02 Nov 2023
BayRnTune: Adaptive Bayesian Domain Randomization via Strategic
  Fine-tuning
BayRnTune: Adaptive Bayesian Domain Randomization via Strategic Fine-tuningIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2023
Tianle Huang
Nitish Sontakke
K. N. Kumar
Irfan Essa
Stefanos Nikolaidis
Dennis W. Hong
Sehoon Ha
291
6
0
16 Oct 2023
Pay Attention to How You Drive: Safe and Adaptive Model-Based
  Reinforcement Learning for Off-Road Driving
Pay Attention to How You Drive: Safe and Adaptive Model-Based Reinforcement Learning for Off-Road DrivingIEEE International Conference on Robotics and Automation (ICRA), 2023
Sean J. Wang
Honghao Zhu
Aaron M. Johnson
209
9
0
12 Oct 2023
Evaluation of Constrained Reinforcement Learning Algorithms for Legged
  Locomotion
Evaluation of Constrained Reinforcement Learning Algorithms for Legged Locomotion
Joonho Lee
Lukas Schroth
Victor Klemm
Marko Bjelonic
Alexander Reske
Marco Hutter
249
25
0
27 Sep 2023
Learning Risk-Aware Quadrupedal Locomotion using Distributional
  Reinforcement Learning
Learning Risk-Aware Quadrupedal Locomotion using Distributional Reinforcement LearningIEEE International Conference on Robotics and Automation (ICRA), 2023
Lukas Schneider
Jonas Frey
Takahiro Miki
Marco Hutter
353
26
0
25 Sep 2023
HEROES: Unreal Engine-based Human and Emergency Robot Operation Education System
HEROES: Unreal Engine-based Human and Emergency Robot Operation Education SystemIEEE International Conference on Robotics and Automation (ICRA), 2023
A. Chaudhary
Kshitij Tiwari
Aniket Bera
318
1
0
25 Sep 2023
Two-Stage Learning of Highly Dynamic Motions with Rigid and Articulated
  Soft Quadrupeds
Two-Stage Learning of Highly Dynamic Motions with Rigid and Articulated Soft QuadrupedsIEEE International Conference on Robotics and Automation (ICRA), 2023
Francecso Vezzi
Jiatao Ding
Antonin Raffin
Jens Kober
Cosimo Della Santina
405
12
0
18 Sep 2023
Robot Parkour Learning
Robot Parkour LearningConference on Robot Learning (CoRL), 2023
Ziwen Zhuang
Zipeng Fu
Jianren Wang
Christopher G Atkeson
Soeren Schwertfeger
Chelsea Finn
Hang Zhao
556
264
0
11 Sep 2023
Identifying Important Sensory Feedback for Learning Locomotion Skills
Identifying Important Sensory Feedback for Learning Locomotion SkillsNature Machine Intelligence (Nat. Mach. Intell.), 2023
Wanming Yu
Chuanyu Yang
C. McGreavy
Eleftherios Triantafyllidis
Guillaume Bellegarda
M. Shafiee
A. Ijspeert
Zhibin Li
273
23
0
29 Jun 2023
Barkour: Benchmarking Animal-level Agility with Quadruped Robots
Barkour: Benchmarking Animal-level Agility with Quadruped Robots
Ken Caluwaerts
Atil Iscen
J. Kew
Wenhao Yu
Tingnan Zhang
...
J. Seto
Carolina Parada
Vikas Sindhwani
Vincent Vanhoucke
Jie Tan
279
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0
24 May 2023
More Than an Arm: Using a Manipulator as a Tail for Enhanced Stability
  in Legged Locomotion
More Than an Arm: Using a Manipulator as a Tail for Enhanced Stability in Legged LocomotionIEEE International Conference on Robotics and Automation (ICRA), 2023
Huang Huang
Antonio Loquercio
Ashish Kumar
Neerja Thakkar
Ken Goldberg
Jitendra Malik
246
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0
02 May 2023
IndoorSim-to-OutdoorReal: Learning to Navigate Outdoors without any
  Outdoor Experience
IndoorSim-to-OutdoorReal: Learning to Navigate Outdoors without any Outdoor ExperienceIEEE Robotics and Automation Letters (RA-L), 2023
Joanne Truong
April Zitkovich
Sonia Chernova
Dhruv Batra
Tingnan Zhang
Jie Tan
Wenhao Yu
LM&Ro
470
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0
01 May 2023
Learning Robust, Agile, Natural Legged Locomotion Skills in the Wild
Learning Robust, Agile, Natural Legged Locomotion Skills in the Wild
Yikai Wang
Zheyuan Jiang
Jianyu Chen
268
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21 Apr 2023
DribbleBot: Dynamic Legged Manipulation in the Wild
DribbleBot: Dynamic Legged Manipulation in the WildIEEE International Conference on Robotics and Automation (ICRA), 2023
Yandong Ji
G. Margolis
Pulkit Agrawal
245
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03 Apr 2023
Sim-to-Real Transfer for Quadrupedal Locomotion via Terrain Transformer
Sim-to-Real Transfer for Quadrupedal Locomotion via Terrain TransformerIEEE International Conference on Robotics and Automation (ICRA), 2022
Hang Lai
Weinan Zhang
Xialin He
Chen Yu
Zheng Tian
Yong Yu
Jun Wang
336
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Legged Locomotion in Challenging Terrains using Egocentric Vision
Legged Locomotion in Challenging Terrains using Egocentric VisionConference on Robot Learning (CoRL), 2022
Ananye Agarwal
Ashish Kumar
Jitendra Malik
Deepak Pathak
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A Real2Sim2Real Method for Robust Object Grasping with Neural Surface
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Luobin Wang
Runlin Guo
Q. Vuong
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Henrik I. Christensen
3DH3DPC
368
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OPT-Mimic: Imitation of Optimized Trajectories for Dynamic Quadruped
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OPT-Mimic: Imitation of Optimized Trajectories for Dynamic Quadruped BehaviorsIEEE International Conference on Robotics and Automation (ICRA), 2022
Yuni Fuchioka
Zhaoming Xie
M. van de Panne
363
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Learning Low-Frequency Motion Control for Robust and Dynamic Robot
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Learning Low-Frequency Motion Control for Robust and Dynamic Robot LocomotionIEEE International Conference on Robotics and Automation (ICRA), 2022
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Luigi Campanaro
Ioannis Havoutis
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Learning and Deploying Robust Locomotion Policies with Minimal Dynamics
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Learning and Deploying Robust Locomotion Policies with Minimal Dynamics RandomizationConference on Learning for Dynamics & Control (L4DC), 2022
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Siddhant Gangapurwala
W. Merkt
Ioannis Havoutis
228
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Open-Ended Diverse Solution Discovery with Regulated Behavior Patterns
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Yan Ma
Bingsheng Wei
Wei Li
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