AIBullisharXiv – CS AI · 14h ago7/10
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ConceptM$^3$oE: Concept-Guided Multimodal Mixture of Experts for Interpretable Computational Pathology
ConceptM³oE introduces a novel AI architecture that combines multimodal mixture-of-experts with interpretable concept bottlenecks for computational pathology, enabling medical AI models to provide transparent reasoning while maintaining competitive performance. The framework improves diagnostic accuracy in data-limited scenarios and demonstrates practical alignment with clinical decision-making processes.