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Author

Xuan-Xin Zhou

2 papers indexed here

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Preprint Sep 2026

Magic-W0: A Structured World-Action Foundation Model for Physical Intelligence

World-action models (WAMs) augment robot policies with action-conditioned environment dynamics, yet existing approaches largely rely on future observation reconstruction or generic latent prediction and lack structured, control-oriented world representations tightly coupled with action generation. We introduce Magic-W0...

Xu-Hua Chen, Zhen-Han Yin, Yuan Zhang et al. · 0 citations
Preprint Sep 2026

DAVIS: A Depth-Only End-to-End Active-Vision Framework for Humanoid Soccer Skills

Humanoid soccer contact skills require more than producing high-impact foot-ball contacts: the robot must close the loop over perception, approach, alignment, impact, and recovery while its own motion induces substantial viewpoint changes, frequent loss of the ball from view, and uncertain contact outcomes. In this wor...

Jia-Kang Jin, Yi-Xiao Huo, Peng-Yuan Wang et al. · 0 citations

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