MedMix: Specialization-Consistent Federated Sparse MoEs under Modality Heterogeneity

Adiba Orzikulova, Dong Min Kim, Jaehong Yoon +1

Federated multimodal medical AI faces modality heterogeneity at both the client and sample levels: clients may systematically lack access to specific modality types, while individu…