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Author

Xing-Xing Wang

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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
Preprint Oct 2026

LocoManiLab: A Unified Testbed for Data, Policies, Controllers, and Deployment in Humanoid Loco-Manipulation

Humanoid robots must coordinate locomotion and manipulation in everyday environments, yet progress is difficult to assess across differing policies, controllers, and task settings. LocoManiLab provides an integrated testbed spanning data collection and generation, policy training, evaluation, and physical deployment. I...

De-Wei Wang, Jin-Rui Han, Ji-Yuan Shi et al. · 0 citations

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