Antonious M. Girgis

Renyi Differential Privacy of the Subsampled Shuffle Model in Distributed Learning

2021 · arXiv (Cornell University)

We study privacy in a distributed learning framework, where clients collaboratively build a learning model iteratively through interactions with a server from whom we need privacy. Motivated by stochastic optimization and the federated learning (FL) …