ConceptM³oE is a concept-bottleneck multimodal MoE that matches unconstrained models on brain-tumor classification while producing neuropathologist-validated reasoning traces and improving macro-F1 from 56.41% to 66.70% in small-data regimes.
PathMoE: Interpretable multimodal interaction experts for pediatric brain tumor classification.arXiv preprint arXiv:2603.01547, 2026
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ConceptM$^3$oE: Concept-Guided Multimodal Mixture of Experts for Interpretable Computational Pathology
ConceptM³oE is a concept-bottleneck multimodal MoE that matches unconstrained models on brain-tumor classification while producing neuropathologist-validated reasoning traces and improving macro-F1 from 56.41% to 66.70% in small-data regimes.