Jiantao Jiao

Securing Secure Aggregation: Mitigating Multi-Round Privacy Leakage in Federated Learning

2021 · arXiv (Cornell University)

Secure aggregation is a critical component in federated learning (FL), which enables the server to learn the aggregate model of the users without observing their local models. Conventionally, secure aggregation algorithms focus only on ensuring …