Author

Oliver Fritsche

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Preprint Sep 2026

MotionBlind: Probing the Illusion of Motion Understanding in Video-LLMs

MotionBlind, a contrastive benchmark of self-recorded video for physically grounded motion, the variables a world model must predict, is introduced, a pair of near-identical clips that differ only in motion.

Dhairya Bhatia, Bishoy M. Galoaa, Oliver Fritsche et al. · 0 citations