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Jin-Yi Chen

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Open access Aug 2026

Biomimetic Dexterous Hand Control for Robotic Piano Playing Using a Two-Stage Reinforcement Learning Curriculum

Robotic piano playing is a challenging benchmark for biomimetic dexterous manipulation, requiring precise timing, coordinated multi-finger motion, and stable key contact. This study proposes a robotic piano-playing framework based on a two-stage reinforcement learning curriculum. Musical Instrument Digital Interface (M...

Lei Jiang, Jin-Yi Chen, Kai-Xin Lan et al. · 0 citations
Preprint Sep 2026

PGMT: Perceptive General Motion Tracking for Humanoid Robots

Perceptive General Motion Tracking pipeline for humanoid robots that learns terrain adaptation from independently selected motion references and terrains, providing a unified policy for terrain-adaptive locomotion, diverse whole-body behaviors, and teleoperation in complex environments.

Hong-Yi Li, Pei-Zhuo Li, Yu-Cheng Tao et al. · 3 citations
Jul 2026

ConceptTree: Bringing Semantic Transparency to Black-Box Decision Making for Robotic Manipulation

ConceptTree is a framework that reframes high-level manipulation skill selection as reasoning over human-interpretable concepts, representing high-level policies as a sequence of concept-level predicates over visual observations, resulting in a transparent decision process that is both traceable and intervenable, enabl...

Yong Wen, Fei-Fan Liu, Jin-Yi Chen et al. · 0 citations

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