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Hua-Bin Peng

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Preprint Oct 2026

PRIME W0: Physical Priors from World Models for Embodied Manipulation

Vision-Language-Action (VLA) models excel at instruction following, yet most remain feed-forward: they condition actions only on the current observation and discard both long-horizon temporal context and the hierarchical structure of VLM representations. We present PRIME W0, a hierarchical conditional flow-matching fra...

Hua-Bin Peng, Fa-Gang Jin, Yang Wei et al. · 0 citations

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