most citedEquitable Electronic Health Record Prediction with FAME: Fairness-Aware Multimodal Embedding

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cs.LG2026

Multimodal Routing for Interpretable, Robust, and Auditable Clinical Prediction

Nikkie Hooman, Zhongjie Wu, Eric C. Larson +1

Electronic health record (EHR) data are inherently multimodal, and leveraging multiple modalities can improve predictive performance. However, most existing approaches rely on deep…

cs.LG2025★ 1 cited

Equitable Electronic Health Record Prediction with FAME: Fairness-Aware Multimodal Embedding

Nikkie Hooman, Zhongjie Wu, Eric C. Larson +1

Electronic Health Record (EHR) data encompass diverse modalities -- text, images, and medical codes -- that are vital for clinical decision-making. To process these complex data, m…