PRIME: Differentially Private Distributed Mean Estimation with Malicious Security

L Bangalore, A Cheu… - Cryptology ePrint …, 2024 - eprint.iacr.org
Distributed mean estimation (DME) is a fundamental and important task as it serves as a
subroutine in convex optimization, aggregate statistics, and, more generally, federated …

Amplification by Shuffling without Shuffling

B Balle, J Bell, A Gascón - Proceedings of the 2023 ACM SIGSAC …, 2023 - dl.acm.org
Motivated by recent developments in the shuffle model of differential privacy, we propose a
new approximate shuffling functionality called Alternating Shuffle, and provide a protocol …