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X. Peng

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#machine learning Preprint Sep 2026

DSD: Learning Diverse and Reusable Motor Skills via Diffusion Skill Discovery

Diffusion Skill Discovery is proposed, a skill discovery method that uses a diffusion model to approximate the entropy gradient of the policy-induced state distribution through score matching, leading to the discovery of skills that produce a broader range of behaviors for high-dimensional humanoid control.

Sun Woo Kim, Xue-Bin Peng · 0 citations
Open access Jul 2026

DMP: Directable Motion Retargeting through Motion Paraphrasing

This work proposes Directable Motion Paraphrasing (DMP), a novel motion retargeting framework based on the concept of motion paraphrasing, analogous to text paraphrasing, where the core semantics of a motion are preserved while allowing expressive, user-directed variations.

Sunmin Lee, Davis Rempe, Yifeng Jiang et al. · 0 citations

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