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#machine learning Preprint Sep 2026

A Chosen Future Can Still Be Rewritten: Causal Writability in Video Models

When a video model generates physically incorrect motion, did it fail to learn the correct motion, or did it learn it but fail to use it? We show the latter: the correct motion remains available inside the model and can still be made to control the generated video. We train on videos where red masses oscillate slowly a...

Xing-Yun Wang, Hao-Min Zheng, Man Yuan et al. · 0 citations

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