Reward Design for Physical Reasoning in Vision-Language Models

arXiv:2604.13993v1 Announce Type: new Abstract: Physical reasoning over visual inputs demands tight integration of visual perception, domain knowledge, and multi-step symbolic inference. Yet even state-of-the-art Vision Language Models (VLMs) fall far short of human performance on physics...