Haowen Xue

Making Medical Vision-Language Models Think Causally Across Modalities with Retrieval-Augmented Cross-Modal Reasoning

Medical vision-language models (VLMs) achieve strong performance in diagnostic reporting and image-text alignment, yet their underlying reasoning mechanisms remain fundamentally correlational, exhibiting reliance on superficial statistical associations that fail to capture the causal pathophysiologi…