Reward Design for Physical Reasoning in Vision-Language Models

Derek Lilienthal, Manisha Mukherjee, Sameera Horawalavithana

Physical reasoning over images requires integrating perception, domain knowledge, and multi-step symbolic inference, yet Vision-Language Models (VLMs) fall far short of human perfo…