The world is being quietly rearranged by people who write very long documents.


The title they went with The Pulse of Motion: Measuring Physical Frame Rate from Visual Dynamics Noisy translates that to

AI video generators produce physically impossible motion, researchers find


Researchers discovered that AI systems generating video don't maintain a consistent sense of time — the motion they create looks smooth but doesn't obey real physics because the systems were trained on videos shot at wildly different speeds and forced into one standard frame rate. This means generated videos have what the researchers call 'chronometric hallucination': a person walking appears to be moving at plausible speed in one second, then unrealistically fast or slow in the next, breaking the illusion of reality.
Video AI systems claim to simulate the physical world, but they're fundamentally broken on time — they can't learn what a consistent motion actually looks like because they've never learned to extract the actual speed of motion from pixels. This is not a minor glitch; it's a bottleneck in AI's ability to model how the world actually works, and correcting it requires solving a measurement problem that the field has largely ignored.

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