DISCERN: Identifiable Disease Evidence for Generalizable Medical Multimodal Learning

Xiaoguang Zhu, Pengyi Jiang, Juncen Guo +3

Clinical multimodal models can learn enrollment shortcuts shared across modalities and fail on new cohorts. We model these data through a latent structural causal model: disease st…