الباحثون

Peidong Liu

المنشورات 2

نسخة أولية وصول مفتوح

DexWeave: Learning Dexterous Humanoid Loco-Manipulation from Human Demonstrations

Naichuan Sun, Haotian Shen, Yizhang Zhang وآخرون · 2026

Learning dexterous humanoid loco-manipulation from human demonstrations requires transferring not only human motion, but also the coordinated interaction structure underlying the demonstrated behavior. This is challenging because embodiment differences distort the coupling among body motion, wrist placement, finger art …

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WLA$^3$: World Latent Action Modeling for Semantics, Dynamics, and Kinematics

Peidong Liu, Zhiyuan Xiang, Mingyang Li وآخرون · 2026

Scaling generalist policy models with heterogeneous data is limited by the lack of unified, low-noise action supervision. Human egocentric videos are abundant, but only a small fraction comes with high-quality hand-action labels. Observed world transitions offer a common source of action-related supervision across data …

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