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2,246 papers · page 14 of 113

MetaKernel: Enabling Efficient Encrypted Neural Network Inference through Unified MVM and Convolution

Peng Yuan, Yan Liu, Jianxin Lai, Long Li, Tianxiang Sui, Linjie Xiao, Xiaojing Zhang, Qing Zhu + 1 more

Practical encrypted neural network inference under the CKKS fully homomorphic encryption (FHE) scheme relies heavily on accelerating two key kernel operations: Matrix-Vector Multiplication (MVM) and Convolution (Conv). However, existing solutions—such as expert-tuned libraries an…