Securing Private Federated Learning in a Malicious Setting: A Scalable TEE-Based Approach with Client Auditing

Shun Takagi, Satoshi Hasegawa

In cross-device private federated learning, differentially private follow-the-regularized-leader (DP-FTRL) has emerged as a promising privacy-preserving method. However, existing a…