Riya Baviskar

CALIPER: Clean Scenes Cannot Rank Physical Inference in Pretrained Visual Representations

How far a pushed object slides depends on its mass and friction, which no single image reveals. Pretrained visual encoders are increasingly used as the perception front end of world models for manipulation, and their physical competence is assessed with perturbation benchmarks and linear probes, almost always in a clea...