Scientific reports
DA34FL: a robust dynamic accumulator-based authentication and key agreement with preserving model training data integrity for federated learning.
Songtao Li, Yixuan Zhang, Jie Bai, Kuan Fan
Published: 202510.1038/s41598-025-33685-1
Abstract
Federated Learning (FL) offers a privacy-preserving distributed learning paradigm by enabling model training without direct access to raw data. However, FL remains vulnerable to unauthorized access during training and client-server exchanges. Authent…
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