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Chunpeng Lu

3 accepted papers

2026

PPL: Point Cloud Supervised Proprioceptive Locomotion Reinforcement Learning for Legged Robots in Crawl Spaces

RA-L 2026

Legged locomotion in constrained spaces (called crawl spaces) is challenging. In crawl spaces, current proprioceptive locomotion learning methods are difficult to achieve traverse because only ground features are inferred. In this study, a point cloud supervised RL framework for proprioceptive locom

Cited by 1SourceScholar
2025

Impact of Static Friction on Sim2Real in Robotic Reinforcement Learning

IROS 2025

In robotic reinforcement learning, the Sim2Real gap remains a critical challenge. However, the impact of Static friction on Sim2Real has been underexplored. Conventional domain randomization methods typically exclude Static friction from their parameter space. In our robotic reinforcement learning t

Cited by 4SourceScholar
2025

PCMF2-Net: A Pyramid Cross-Modal Feature Fusion Network for Off-Road Freespace Detection

IROS 2025

Freespace detection plays an important role in autonomous driving. In recent years, deep learning based freespace detection methods have performed well in urban scenes. However, for off-road scenes, freespace detection poses significant challenges due to the complexity of the scenes and the lack of

Cited by 0SourceScholar