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Wen-Qiao Zhang

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Preprint Oct 2026

Movens-Zero: Scaling Humanoid Motion Foundation Models with Large-Scale Human Videos

Scaling humanoid motion foundation models is constrained by the scarcity of diverse, robot-executable data and by the difficulty of jointly learning from heterogeneous multimodal inputs while supporting real-time closed-loop control. We present Movens-5M, constructed from raw Internet videos through clip generation, qu...

Wen-Dong Bu, Ting-Hong Ye, Qi-Zhou Wang et al. · 0 citations

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