Rethinking Visual Attribution for Chest X-ray Reasoning in Large Vision Language Models

A causal evaluation framework validates whether visual attribution methods in LVLMs actually reflect the visual evidence underlying chest X-ray reasoning decisions, addressing clinical trustworthiness concerns in medical vision-language models.