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Zheng-Ning Xu

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Preprint Oct 2026

A Plausible Future Is Not a Causal Future: Can Video Models Generate How the World Unfolds?

Large-scale video generation models are increasingly viewed as a promising path toward world models, yet their ability to capture causally coherent physical dynamics remains poorly understood. Existing evaluations largely emphasize visual quality, prompt adherence, or broad physical plausibility, leaving open whether a...

Jia-Liang Li, Zheng-Ning Xu, Zongyang Ma et al. · 0 citations

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