GitHub

Towards compute-efficient Byzantine-robust federated learning with fully homomorphic encryption

This repo is the official repo for Towards compute-efficient Byzantine-robust federated learning with fully homomorphic encryption. To evaluate Lancelot, we first install HomoMul GPU Accelerator ...
IEEE

An Efficient Architecture for Edge AI Federated Learning With Homomorphic Encryption

Abstract: With the rapid growth of edge AI applications, there is an increasing demand for federated learning (FL) frameworks that are both efficient and privacy-preserving. This work introduces a ...
IEEE

ANN Activation Function Estimators for Homomorphic Encrypted Inference

Abstract: Homomorphic Encryption (HE) enables secure computations on encrypted data, facilitating machine learning inference in sensitive environments such as healthcare and finance. However, ...