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Zhou-Yao Xie

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Preprint Sep 2026

An Action Is Worth One Patch: Unified World-Action Modeling with PatchWAM

Generative visual models offer a foundation for learning representations of physical dynamics, yet their extension to continuous control raises a fundamental question: do visual prediction and action generation require separate computational pathways? Existing approaches usually introduce trainable action heads or sepa...

Tian-Heng Wang, Zhou-Yao Xie, Heng-Ji Jia et al. · 0 citations

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