BriefGPT.xyz
Dec, 2023
NeuJeans:私有神经网络推理与卷积和引导策略的联合优化
NeuJeans: Private Neural Network Inference with Joint Optimization of Convolution and Bootstrapping
HTML
PDF
Jae Hyung Ju, Jaiyoung Park, Jongmin Kim, Donghwan Kim, Jung Ho Ahn
TL;DR
基于全同态加密的神经网络私有推理解决方案通过引入嵌套结构的编码方法以及融合卷积和引导操作优化算法,加速了卷积层的性能,实现了在几秒内进行ImageNet(ResNet18)规模的神经网络推理。
Abstract
fully homomorphic encryption
(FHE) is a promising cryptographic primitive for realizing
private neural network inference
(PI) services by allowing a client to fully offload the inference task to a cloud server wh
→