Author

Dong Min Kim

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Preprint Aug 2026

MedMix: Specialization-Consistent Federated Sparse MoEs under Modality Heterogeneity

MedMix is a semantic-alignment framework for federated multimodal sparse MoE architectures that coordinates cross-client routing and expert specialization using modality context, and achieves the best average F1 across diverse modality heterogeneity and modality incompleteness settings.

Adiba Orzikulova, Dong Min Kim, Jaehong Yoon et al. · 0 citations