Vision-Language Models

CRAFT: Causal Responsibility and Failure Tracing in Medical Vision Language Models
Causal tracing and targeted intervention for arbitration and brake failures in medical vision language models.
Chunzheng Zhu, Jiaqi Zeng, Hongbo Zhao, Yihang Chen, Yijun Wang, Jianxin Lin
CRAFT: Causal Responsibility and Failure Tracing in Medical Vision Language Models
When Models Learn to Ask Why: Adaptive Causal Reasoning for Trustworthy Medical Vision-Language Models
Adaptive causal reasoning with self-reflection for trustworthy medical vision-language models.
Jianxin Lin†, Chunzheng Zhu†, Peter J. Kneuertz, Yunfei Bai, Yuan Xue
When Models Learn to Ask Why: Adaptive Causal Reasoning for Trustworthy Medical Vision-Language Models