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Shuo Pei

2 accepted papers

2026

Implicit Action Chunking for Smooth Continuous Control

ICML 2026poster

Reinforcement learning often produces high-frequency oscillatory control signals that undermine the safety and stability required for physical deployment. Explicit action chunking addresses this by predicting fixed-horizon trajectories but increases the policy output dimension to R^hd, leading to op…

Cited by 0SourceScholar
2025

High-Accuracy Early Recognition of Upper-Limb Motions for Exoskeleton-Assisted Mirror Rehabilitation

RA-L 2025

Upper-limb early motion recognition (EMR) significantly enhances human-computer interaction and skill transfer in exoskeleton-assisted mirror rehabilitation. However, achieving early and accurate recognition of upper-limb motion remains a challenge, limiting the transfer of natural movements from th

Cited by 2SourceScholar