Reward Design for Physical Reasoning in Vision-Language Models

Derek Lilienthal, Manisha Mukherjee, Sameera Horawalavithana

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…