Differentially-Private Multi-Tier Federated Learning: A Formal Analysis and Evaluation

Evan Chen, Frank Po-Chen Lin, Dong-Jun Han +1

While federated learning (FL) eliminates the transmission of raw data over a network, it is still vulnerable to privacy breaches from the communicated model parameters. Differentia…