PhysEvolve: Verifier-grounded Self-evolution for Physical Reasoning with Executable Worlds.

arXiv:2610.34921v1 Announce Type: new Abstract: Physical reasoning underpins how embodied systems understand and act in the physical world, yet vision-language models (VLMs) remain unreliable on questions about dynamics and physical causality. Progress is crit