When Should a VLM Look? Paying Only for Visual Calls That Were Needed and Used

Kunyu Peng, Junming Liu, Ruiqi He +3

Vision-language agents that crop and zoom are trained with rewards that credit a successful tool call, yet a successful call does not show that the model needed to look or used the…