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#artificial intelligence Preprint Sep 2026

Prototype-guided Bilateral Alignment Multimodal Federated Learning

Multimodal federated learning (MFL) has emerged as a pivotal paradigm for leveraging distributed data to enhance model performance. However, existing methods predominantly rely on idealized assumptions of model homogeneity and balanced modality distributions, rendering them ill-suited for practical scenarios characteri...

Tianchi Liao TianchiLiao, Le-Le Fu, Sheng Huang et al. · 0 citations

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