Probing, Fusion, and Trustworthiness: A Systematic Evaluation of Foundation Model Representations for Multimodal Cancer Analysis
Signal
75
Hype
15
In three linesSystematic evaluation of foundation model representations (5 FMs) on computational pathology tasks using whole-slide images and transcriptomic profiles (IH-BC, IH-NSCLC cohorts). Multimodal fusion improves performance when no single modality dominates. Conformal prediction shows true diagnosis remains recoverable in prediction sets for majority of failed predictions.Read source
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