Bo-Fei Huang

Seeing is not Enough: Vision-Language Models Perceive Evidence but Fail to Act

Results show that process priors are most useful when aligned with the scene's specific decision boundary, motivating boundary-aware prior selection for process-grounded visual reasoning.