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RLOC: Terrain-Aware Legged Locomotion using Reinforcement Learning and
  Optimal Control
v1v2v3 (latest)

RLOC: Terrain-Aware Legged Locomotion using Reinforcement Learning and Optimal Control

IEEE Transactions on robotics (IEEE Trans. Robot.), 2020
5 December 2020
Siddhant Gangapurwala
Mathieu Geisert
Romeo Orsolino
Maurice F. Fallon
Ioannis Havoutis
ArXiv (abs)PDFHTML

Papers citing "RLOC: Terrain-Aware Legged Locomotion using Reinforcement Learning and Optimal Control"

50 / 86 papers shown
VOCALoco: Viability-Optimized Cost-aware Adaptive Locomotion
VOCALoco: Viability-Optimized Cost-aware Adaptive Locomotion
Stanley Wu
Mohamad H. Danesh
Simon Li
Hanna Yurchyk
Amin Abyaneh
Anas El Houssaini
David Meger
Hsiu-Chin Lin
140
0
0
28 Oct 2025
PGTT: Phase-Guided Terrain Traversal for Perceptive Legged Locomotion
PGTT: Phase-Guided Terrain Traversal for Perceptive Legged Locomotion
Alexandros Ntagkas
Chairi Kiourt
Konstantinos Chatzilygeroudis
110
0
0
21 Oct 2025
Adaptive Legged Locomotion via Online Learning for Model Predictive Control
Adaptive Legged Locomotion via Online Learning for Model Predictive ControlIEEE Robotics and Automation Letters (IEEE RA-L), 2025
Hongyu Zhou
X. Zhang
Vasileios Tzoumas
182
1
0
17 Oct 2025
Physically-Feasible Reactive Synthesis for Terrain-Adaptive Locomotion
Physically-Feasible Reactive Synthesis for Terrain-Adaptive Locomotion
Ziyi Zhou
Qian Meng
H. Kress-Gazit
Ye Zhao
228
1
0
27 Sep 2025
GeCCo - a Generalist Contact-Conditioned Policy for Loco-Manipulation Skills on Legged Robots
GeCCo - a Generalist Contact-Conditioned Policy for Loco-Manipulation Skills on Legged Robots
Vassil Atanassov
Wanming Yu
Siddhant Gangapurwala
James Wilson
Ioannis Havoutis
OffRL
112
0
0
22 Sep 2025
Dynamic Adaptive Legged Locomotion Policy via Decoupling Reaction Force Control and Gait Control
Dynamic Adaptive Legged Locomotion Policy via Decoupling Reaction Force Control and Gait Control
Renjie Wang
Shangke Lyu
Donglin Wang
175
0
0
17 Sep 2025
Acrobotics: A Generalist Approach to Quadrupedal Robots' Parkour
Acrobotics: A Generalist Approach to Quadrupedal Robots' ParkourTowards Autonomous Robotic Systems (TAROS), 2025
Guillaume Gagné-Labelle
Vassil Atanassov
Ioannis Havoutis
199
1
0
02 Sep 2025
Learning a Vision-Based Footstep Planner for Hierarchical Walking Control
Learning a Vision-Based Footstep Planner for Hierarchical Walking Control
Minku Kim
Brian Acosta
Pratik Chaudhari
Michael Posa
106
1
0
09 Aug 2025
LinguaFluid: Language Guided Fluid Control via Semantic Rewards in Reinforcement Learning
LinguaFluid: Language Guided Fluid Control via Semantic Rewards in Reinforcement Learning
Aoming Liang
Chi Cheng
Dashuai Chen
Boai Sun
D. Fan
163
0
0
08 Aug 2025
A Modular Residual Learning Framework to Enhance Model-Based Approach for Robust Locomotion
A Modular Residual Learning Framework to Enhance Model-Based Approach for Robust LocomotionIEEE Robotics and Automation Letters (IEEE RA-L), 2025
Min-Gyu Kim
Dongyun Kang
Hajun Kim
Hae-Won Park
230
3
0
24 Jul 2025
Shared Control of Holonomic Wheelchairs through Reinforcement Learning
Shared Control of Holonomic Wheelchairs through Reinforcement Learning
Jannis Bähler
Diego Paez-Granados
Jorge Peña Queralta
115
0
0
22 Jul 2025
Attention-Based Map Encoding for Learning Generalized Legged Locomotion
Junzhe He
Chong Zhang
Fabian Jenelten
Ruben Grandia
Moritz Bächer
Marco Hutter
312
43
0
11 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
224
3
0
31 May 2025
Reference Free Platform Adaptive Locomotion for Quadrupedal Robots using a Dynamics Conditioned Policy
Reference Free Platform Adaptive Locomotion for Quadrupedal Robots using a Dynamics Conditioned PolicyEuropean Conference on Mobile Robots (ECMR), 2025
David Rytz
Suyoung Choi
Wanming Yu
W. Merkt
Jemin Hwangbo
Ioannis Havoutis
392
1
0
21 May 2025
MULE: Multi-terrain and Unknown Load Adaptation for Effective Quadrupedal Locomotion
MULE: Multi-terrain and Unknown Load Adaptation for Effective Quadrupedal Locomotion
Vamshi Kumar Kurva
Shishir Kolathaya
298
0
0
01 May 2025
GenTe: Generative Real-world Terrains for General Legged Robot Locomotion Control
GenTe: Generative Real-world Terrains for General Legged Robot Locomotion Control
Hanwen Wan
Mengkang Li
Donghao Wu
Yebin Zhong
Yixuan Deng
Zhenglong Sun
Xiaoqiang Ji
196
0
0
14 Apr 2025
Benchmarking Model Predictive Control and Reinforcement Learning Based Control for Legged Robot Locomotion in MuJoCo Simulation
Benchmarking Model Predictive Control and Reinforcement Learning Based Control for Legged Robot Locomotion in MuJoCo SimulationIEEE Access (IEEE Access), 2025
Shivayogi Akki
Tan Chen
234
7
0
28 Jan 2025
One Filter to Deploy Them All: Robust Safety for Quadrupedal Navigation
  in Unknown Environments
One Filter to Deploy Them All: Robust Safety for Quadrupedal Navigation in Unknown Environments
Albert Lin
Shuang Peng
Somil Bansal
204
11
0
13 Dec 2024
Learning to Walk from Three Minutes of Real-World Data with
  Semi-structured Dynamics Models
Learning to Walk from Three Minutes of Real-World Data with Semi-structured Dynamics ModelsConference on Robot Learning (CoRL), 2024
Jacob Levy
T. Westenbroek
David Fridovich-Keil
362
17
0
11 Oct 2024
Constrained Skill Discovery: Quadruped Locomotion with Unsupervised
  Reinforcement Learning
Constrained Skill Discovery: Quadruped Locomotion with Unsupervised Reinforcement Learning
Vassil Atanassov
Wanming Yu
Alexander L. Mitchell
M. N. Finean
Ioannis Havoutis
SSL
343
7
0
10 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
508
3
0
30 Sep 2024
DreamWaQ++: Obstacle-Aware Quadrupedal Locomotion With Resilient Multi-Modal Reinforcement Learning
DreamWaQ++: Obstacle-Aware Quadrupedal Locomotion With Resilient Multi-Modal Reinforcement Learning
I Made Aswin Nahrendra
Byeongho Yu
Minho Oh
Dongkyu Lee
Seunghyun Lee
Hyeonwoo Lee
Hyungtae Lim
Hyun Myung
917
10
0
29 Sep 2024
Walking with Terrain Reconstruction: Learning to Traverse Risky Sparse Footholds
Walking with Terrain Reconstruction: Learning to Traverse Risky Sparse Footholds
Ruiqi Yu
Qianshi Wang
Yizhen Wang
Zhicheng Wang
Jun Wu
Qiuguo Zhu
291
11
0
24 Sep 2024
Loopy Movements: Emergence of Rotation in a Multicellular Robot
Loopy Movements: Emergence of Rotation in a Multicellular RobotIEEE International Conference on Robotics and Automation (ICRA), 2024
Trevor Smith
Yu Gu
154
1
0
23 Sep 2024
Residual-MPPI: Online Policy Customization for Continuous Control
Residual-MPPI: Online Policy Customization for Continuous Control
Pengcheng Wang
Chenran Li
Catherine Weaver
Kenta Kawamoto
Masayoshi Tomizuka
Chen Tang
Wei Zhan
OffRL
601
10
0
01 Jul 2024
QuadrupedGPT: Towards a Versatile Quadruped Agent in Open-ended Worlds
QuadrupedGPT: Towards a Versatile Quadruped Agent in Open-ended Worlds
Ye Wang
Yuting Mei
Sipeng Zheng
Qin Jin
LRM
399
9
0
24 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
344
37
0
03 Jun 2024
Gaitor: Learning a Unified Representation Across Gaits for Real-World
  Quadruped Locomotion
Gaitor: Learning a Unified Representation Across Gaits for Real-World Quadruped Locomotion
Alexander L. Mitchell
W. Merkt
Aristotelis Papatheodorou
Ioannis Havoutis
Ingmar Posner
255
7
0
29 May 2024
Learning Generic and Dynamic Locomotion of Humanoids Across Discrete
  Terrains
Learning Generic and Dynamic Locomotion of Humanoids Across Discrete Terrains
Shangqun Yu
Nisal Perera
Daniel Marew
Donghyun Kim
342
8
0
27 May 2024
Learning Robust Autonomous Navigation and Locomotion for Wheeled-Legged
  Robots
Learning Robust Autonomous Navigation and Locomotion for Wheeled-Legged RobotsScience Robotics (Sci. Robot.), 2024
Joonho Lee
Marko Bjelonic
Alexander Reske
Lorenz Wellhausen
Takahiro Miki
Marco Hutter
367
137
0
03 May 2024
Deep Reinforcement Learning for Bipedal Locomotion: A Brief Survey
Deep Reinforcement Learning for Bipedal Locomotion: A Brief Survey
Lingfan Bao
Josephine N. Humphreys
Tianhu Peng
Chengxu Zhou
609
11
0
25 Apr 2024
Agile and versatile bipedal robot tracking control through reinforcement
  learning
Agile and versatile bipedal robot tracking control through reinforcement learning
Jiayi Li
Linqi Ye
Yi Cheng
Houde Liu
Bin Liang
282
2
0
12 Apr 2024
OPEN TEACH: A Versatile Teleoperation System for Robotic Manipulation
OPEN TEACH: A Versatile Teleoperation System for Robotic ManipulationConference on Robot Learning (CoRL), 2024
Aadhithya Iyer
Zhuoran Peng
Yinlong Dai
Irmak Güzey
Siddhant Haldar
Soumith Chintala
Lerrel Pinto
273
122
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12 Mar 2024
Learning to walk in confined spaces using 3D representation
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Takahiro Miki
Joonho Lee
Lorenz Wellhausen
Marco Hutter
383
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29 Feb 2024
Agile But Safe: Learning Collision-Free High-Speed Legged Locomotion
Agile But Safe: Learning Collision-Free High-Speed Legged Locomotion
Tairan He
Chong Zhang
Wenli Xiao
Guanqi He
Changliu Liu
Guanya Shi
537
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0
31 Jan 2024
Learning Agile Locomotion on Risky Terrains
Learning Agile Locomotion on Risky Terrains
Chong Zhang
Nikita Rudin
David Hoeller
Marco Hutter
282
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17 Nov 2023
Terrain-adaptive Central Pattern Generators with Reinforcement Learning
  for Hexapod Locomotion
Terrain-adaptive Central Pattern Generators with Reinforcement Learning for Hexapod LocomotionACM Cloud and Autonomic Computing Conference (CAC), 2023
Qiyue Yang
Yue Gao
Shaoyuan Li
172
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LANCAR: Leveraging Language for Context-Aware Robot Locomotion in
  Unstructured Environments
LANCAR: Leveraging Language for Context-Aware Robot Locomotion in Unstructured EnvironmentsIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2023
Chak Lam Shek
Xiyang Wu
Wesley A Suttle
Carl E. Busart
Erin Zaroukian
Dinesh Manocha
Erfaun Noorani
Amrit Singh Bedi
LLMAG
349
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DTC: Deep Tracking Control
DTC: Deep Tracking ControlScience Robotics (Sci. Robot.), 2023
Fabian Jenelten
Junzhe He
Farbod Farshidian
Marco Hutter
350
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Learning Vision-Based Bipedal Locomotion for Challenging Terrain
Learning Vision-Based Bipedal Locomotion for Challenging TerrainIEEE International Conference on Robotics and Automation (ICRA), 2023
Helei Duan
Bikram Pandit
M. S. Gadde
Bart Jaap van Marum
Jeremy Dao
Chanho Kim
Alan Fern
354
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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
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Aniket Bera
278
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SafeSteps: Learning Safer Footstep Planning Policies for Legged Robots via Model-Based Priors
SafeSteps: Learning Safer Footstep Planning Policies for Legged Robots via Model-Based PriorsIEEE-RAS International Conference on Humanoid Robots (Humanoids), 2023
Shafeef Omar
Lorenzo Amatucci
Victor Barasuol
Giulio Turrisi
Claudio Semini
409
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Quadrupedal Footstep Planning using Learned Motion Models of a Black-Box Controller
Quadrupedal Footstep Planning using Learned Motion Models of a Black-Box ControllerIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2023
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Giulio Turrisi
Daniel Schleich
Victor Barasuol
Claudio Semini
Sven Behnke
207
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23 Jul 2023
ProNav: Proprioceptive Traversability Estimation for Legged Robot
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ProNav: Proprioceptive Traversability Estimation for Legged Robot Navigation in Outdoor EnvironmentsIEEE Robotics and Automation Letters (RA-L), 2023
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CAJun: Continuous Adaptive Jumping using a Learned Centroidal Controller
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