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Dang T. Huynh

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Preprint Aug 2026

Off-Manifold Refinement: Guiding Video Generators with a Frozen World Model

Modern video generators routinely fail at physical dynamics: objects float, trajectories violate gravity, contacts vanish. Standard denoising and flow-matching objectives fit visual data distributions but do not explicitly penalize such physical violations. Existing remedies can improve physical consistency, but typica...

Hai Nguyen-Truong, Tuan-Anh Vu, Dang T. Huynh · 1 citation

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