The Hidden Risk: Membership Inference Attacks on Multimodal Federated Learning via Modality Imbalance
Federated learning (FL) faces significant challenges from modality heterogeneity, which motivates multimodal federated learning (MFL) to leverage complementary modalities across decentralized clients for improved performance. However, modality imbalance introduces a new attack surface, making MFL mo…