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Model-free Reinforcement Learning for Robust Locomotion using
  Demonstrations from Trajectory Optimization
v1v2 (latest)

Model-free Reinforcement Learning for Robust Locomotion using Demonstrations from Trajectory Optimization

14 July 2021
Miroslav Bogdanovic
Majid Khadiv
Ludovic Righetti
ArXiv (abs)PDFHTML

Papers citing "Model-free Reinforcement Learning for Robust Locomotion using Demonstrations from Trajectory Optimization"

23 / 23 papers shown
Title
Safety Meets Speed: Accelerated Neural MPC with Safety Guarantees and No Retraining
Safety Meets Speed: Accelerated Neural MPC with Safety Guarantees and No Retraining
Kaikai Wang
Tianxun Li
Liang Xu
Qinglei Hu
Keyou You
0
0
0
08 Sep 2025
Control of Legged Robots using Model Predictive Optimized Path Integral
Control of Legged Robots using Model Predictive Optimized Path Integral
Hossein Keshavarz
Alejandro Ramirez-Serrano
Majid Khadiv
16
0
0
16 Aug 2025
A Comparative Study of Floating-Base Space Parameterizations for Agile Whole-Body Motion Planning
A Comparative Study of Floating-Base Space Parameterizations for Agile Whole-Body Motion Planning
Evangelos Tsiatsianas
Chairi Kiourt
Konstantinos Chatzilygeroudis
4
0
0
15 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
32
0
0
12 Aug 2025
Guided Reinforcement Learning for Omnidirectional 3D Jumping in Quadruped Robots
Guided Reinforcement Learning for Omnidirectional 3D Jumping in Quadruped Robots
Riccardo Bussola
Michele Focchi
Giulio Turrisi
Claudio Semini
Luigi Palopoli
50
2
0
22 Jul 2025
Versatile Locomotion Skills for Hexapod Robots
Versatile Locomotion Skills for Hexapod Robots
Tomson Qu
Dichen Li
Avideh Zakhor
Wenhao Yu
Tingnan Zhang
205
1
0
14 Dec 2024
Guided Reinforcement Learning for Robust Multi-Contact Loco-Manipulation
Guided Reinforcement Learning for Robust Multi-Contact Loco-Manipulation
Jean-Pierre Sleiman
Mayank Mittal
Marco Hutter
112
10
0
17 Oct 2024
SoloParkour: Constrained Reinforcement Learning for Visual Locomotion
  from Privileged Experience
SoloParkour: Constrained Reinforcement Learning for Visual Locomotion from Privileged Experience
Elliot Chane-Sane
Joseph Amigo
Thomas Flayols
Ludovic Righetti
Nicolas Mansard
146
12
0
20 Sep 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
173
27
0
03 Jun 2024
Parameter-Adaptive Approximate MPC: Tuning Neural-Network Controllers
  without Retraining
Parameter-Adaptive Approximate MPC: Tuning Neural-Network Controllers without Retraining
Henrik Hose
Alexander Gräfe
Sebastian Trimpe
65
8
0
08 Apr 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
137
106
0
30 Jan 2024
Imitating and Finetuning Model Predictive Control for Robust and Symmetric Quadrupedal Locomotion
Imitating and Finetuning Model Predictive Control for Robust and Symmetric Quadrupedal Locomotion
D. Youm
Hyunyoung Jung
Hyeongjun Kim
Jemin Hwangbo
Hae-Won Park
Sehoon Ha
142
15
0
04 Nov 2023
Plan-Guided Reinforcement Learning for Whole-Body Manipulation
Plan-Guided Reinforcement Learning for Whole-Body Manipulation
Mengchao Zhang
Jose Barreiros
Aykut Özgün Önol
124
6
0
18 Oct 2023
DTC: Deep Tracking Control
DTC: Deep Tracking Control
Fabian Jenelten
Junzhe He
Farbod Farshidian
Marco Hutter
151
105
0
27 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 Quadrupeds
Francecso Vezzi
Jiatao Ding
Antonin Raffin
Jens Kober
Cosimo Della Santina
159
10
0
18 Sep 2023
Efficient Reinforcement Learning for Jumping Monopods
Efficient Reinforcement Learning for Jumping Monopods
Riccardo Bussola
Michele Focchi
Andrea Del Prete
Daniele Fontanelli
Luigi Palopoli
190
5
0
13 Sep 2023
Characterization of Human Balance through a Reinforcement Learning-based
  Muscle Controller
Characterization of Human Balance through a Reinforcement Learning-based Muscle Controller
Kubra Akbas
Carlotta Mummolo
Xianlian Zhou
65
3
0
08 Aug 2023
Learning and Adapting Agile Locomotion Skills by Transferring Experience
Learning and Adapting Agile Locomotion Skills by Transferring Experience
Laura M. Smith
J. Kew
Tianyu Li
Linda Luu
Xue Bin Peng
Sehoon Ha
Jie Tan
Sergey Levine
125
59
0
19 Apr 2023
Learning Multimodal Bipedal Locomotion and Implicit Transitions: A
  Versatile Policy Approach
Learning Multimodal Bipedal Locomotion and Implicit Transitions: A Versatile Policy Approach
Lokesh Krishna
Quan Nguyen
130
2
0
10 Mar 2023
Robust and Versatile Bipedal Jumping Control through Reinforcement
  Learning
Robust and Versatile Bipedal Jumping Control through Reinforcement Learning
Zhongyu Li
Xue Bin Peng
Pieter Abbeel
Sergey Levine
Glen Berseth
Koushil Sreenath
134
52
0
19 Feb 2023
Just Round: Quantized Observation Spaces Enable Memory Efficient
  Learning of Dynamic Locomotion
Just Round: Quantized Observation Spaces Enable Memory Efficient Learning of Dynamic Locomotion
Lev Grossman
Brian Plancher
MQ
93
5
0
14 Oct 2022
Creating a Dynamic Quadrupedal Robotic Goalkeeper with Reinforcement
  Learning
Creating a Dynamic Quadrupedal Robotic Goalkeeper with Reinforcement Learning
Xiaoyu Huang
Zhongyu Li
Yan-Ling Xiang
Yiming Ni
Yufeng Chi
Yunhao Li
Lizhi Yang
Xue Bin Peng
Koushil Sreenath
160
53
0
10 Oct 2022
OPT-Mimic: Imitation of Optimized Trajectories for Dynamic Quadruped
  Behaviors
OPT-Mimic: Imitation of Optimized Trajectories for Dynamic Quadruped Behaviors
Yuni Fuchioka
Zhaoming Xie
M. van de Panne
147
48
0
03 Oct 2022
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