Flamingo: Multi-Round Single-Server Secure Aggregation with Applications to Private Federated Learning

1 code implementation • 19 Aug 2023 • Yiping Ma, Jess Woods, Sebastian Angel, Antigoni Polychroniadou, Tal Rabin

This paper introduces Flamingo, a system for secure aggregation of data across a large set of clients.

Federated Learning

FALCON: Honest-Majority Maliciously Secure Framework for Private Deep Learning

1 code implementation • 5 Apr 2020 • Sameer Wagh, Shruti Tople, Fabrice Benhamouda, Eyal Kushilevitz, Prateek Mittal, Tal Rabin

For private training, we are about 6x faster than SecureNN, 4. 4x faster than ABY3 and about 2-60x more communication efficient.