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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Weiwei Jiang

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Open access Aug 2026

DMSA-FL: secure and robust federated learning via double-masked secure aggregation with multiparty homomorphic encryption

This paper proposes DMSA-FL as a practical and robust FL framework leveraging double-masked secure aggregation integrated with multiparty homomorphic encryption, and designs a strategy that encrypts only low-dimensional mask seeds rather than high-dimensional gradients.

Wenhao Liu, Xu-An Wang, Weiwei Jiang et al. · 0 citations

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