A Secure Aggregation Scheme Based on Additive Secret Sharing for Federated Learning
To address privacy leakage in centralized aggregation, this paper proposes FedShare, a multi-server secure aggregation scheme based on additive secret sharing. It adopts a three-layer architecture (clients, ordinary aggregation servers, and a super aggregation server), where client model updates are split into secret s...