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Jiaxin Tu

3 accepted papers

2026

KiRAS: Keyframe Guided Self-Imitation for Robust and Adaptive Skill Learning in Quadruped Robots

ICRA 2026poster

With advances in reinforcement learning and imitation learning, quadruped robots can acquire diverse skills within a single policy by imitating multiple skill-specific datasets. However, the lack of datasets on complex terrains limits the ability of such multi-skill policies to generalize effectivel…

2025

Continuous Control of Diverse Skills in Quadruped Robots Without Complete Expert Datasets

ICRA 2025

Learning diverse skills for quadruped robots presents significant challenges, such as mastering complex transitions between different skills and handling tasks of varying difficulty. Existing imitation learning methods, while successful, rely on expensive datasets to reproduce expert behaviors. Insp

Cited by 1SourceScholar
2024

Multi-Task Learning of Active Fault-Tolerant Controller for Leg Failures in Quadruped robots

ICRA 2024poster

Electric quadruped robots used in outdoor exploration are susceptible to leg-related electrical or mechanical failures. Unexpected joint power loss and joint locking can immediately pose a falling threat. Typically, controllers lack the capability to actively sense the condition of their own joints…

Cited by 5SourceScholar