activity
20222025
most citedDeepTransition: Viability Leads to the Emergence of Gait Transitions in Learning Anticipatory Quadrupedal Locomotion Skills

6 citations · 9 across the 7 of their papers we have counts for

collaborators

11 papers

cs.RO2025

SATA: Safe and Adaptive Torque-Based Locomotion Policies Inspired by Animal Learning

Peizhuo Li, Hongyi Li, Ge Sun +7

Despite recent advances in learning-based controllers for legged robots, deployments in human-centric environments remain limited by safety concerns. Most of these approaches use p…

cs.RO2024

AllGaits: Learning All Quadruped Gaits and Transitions

Guillaume Bellegarda, Milad Shafiee, Auke Ijspeert

We present a framework for learning a single policy capable of producing all quadruped gaits and transitions. The framework consists of a policy trained with deep reinforcement lea…

cs.RO2024

Online Optimization of Central Pattern Generators for Quadruped Locomotion

Zewei Zhang, Guillaume Bellegarda, Milad Shafiee +1

Typical legged locomotion controllers are designed or trained offline. This is in contrast to many animals, which are able to locomote at birth, and rapidly improve their locomotio…

cs.RO2024

Dynamic Object Catching with Quadruped Robot Front Legs

André Schakkal, Guillaume Bellegarda, Auke Ijspeert

This paper presents a framework for dynamic object catching using a quadruped robot's front legs while it stands on its rear legs. The system integrates computer vision, trajectory…

cs.RO2024

Learning Human-Robot Handshaking Preferences for Quadruped Robots

Alessandra Chappuis, Guillaume Bellegarda, Auke Ijspeert

Quadruped robots are showing impressive abilities to navigate the real world. If they are to become more integrated into society, social trust in interactions with humans will beco…

cs.RO2024

Learning-based Hierarchical Control: Emulating the Central Nervous System for Bio-Inspired Legged Robot Locomotion

Ge Sun, Milad Shafiee, Peizhuo Li +3

Animals possess a remarkable ability to navigate challenging terrains, achieved through the interplay of various pathways between the brain, central pattern generators (CPGs) in th…