The Poisson binomial mechanism for secure and private federated learning

Wei-Ning Chen, Ayfer Özgür, Peter Kairouz

We introduce the Poisson Binomial mechanism (PBM), a discrete differential privacy mechanism for distributed mean estimation (DME) with applications to federated learning and analy…