Secure Aggregation in Federated Learning using Multiparty Homomorphic Encryption

Erfan Hosseini, Shuangyi Chen, Ashish Khisti

A key operation in federated learning is the aggregation of gradient vectors generated by individual client nodes. We develop a method based on multiparty homomorphic encryption (M…