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Yiyang Ni

3 accepted papers

2026

The Hidden Risk: Membership Inference Attacks on Multimodal Federated Learning via Modality Imbalance

ICML 2026poster

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…

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