Mohamed Seif

Privacy Amplification for Federated Learning via User Sampling and\n Wireless Aggregation

2021 · arXiv (Cornell University)

In this paper, we study the problem of federated learning over a wireless\nchannel with user sampling, modeled by a Gaussian multiple access channel,\nsubject to central and local differential privacy (DP/LDP) constraints. It has\nbeen shown that …