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title
How Far is Video Generation from World Model: A Physical Law Perspective
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We conduct a systematic study to investigate whether video generation is able to learn physical laws from videos, leveraging data and model scaling.
site name
author
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2026-02-27 04:03:13
raw text
How Far is Video Generation from World Model: A Physical Law Perspective How Far is Video Generation from World Model? — A Physical Law Perspective We conduct a systematic study to investigate whether video generation is able to learn physical laws from videos, leveraging data and model scaling . Generalization Scenarios : We consider three scenarios: in-distribution, out-of-distribution and combinatorial generalization. Tasks : We consider physical events governed by one or more classical mechanics laws, e.g., law of inertia , Newton's second law and the conservation of energy . Data : We develop a 2D simulator with simple geometric shapes (eliminating textures), ensuring unlimited supply of data for scaling. Model : We use standard video generation model and focus on scaling-up. Key Messages : We first summarize the generalization observations of video models, then an...
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