Authors: Wang, Qizheng
Wang, Lianhai
Xu, Shujiang
Zhang, Shuhui
Shao, Wei
Mihaljević, Miodrag J. 
Affiliations: Computer Science 
Mathematical Institute of the Serbian Academy of Sciences and Arts 
Title: Single-Layer Trainable Neural Network for Secure Inference
Journal: IEEE Internet of Things Journal
Volume: 12
Issue: 3
First page: 2968
Last page: 2978
Issue Date: 2025
Rank: ~M21a
ISSN: 2327-4662
DOI: 10.1109/JIOT.2024.3480195
Abstract: 
Secure neural network inference provides privacy guarantees for both the client and the server, and is an integral approach in Machine Learning as a Service setting (MLaaS). However, the multi-layer structure in the neural network introduces frequent activation function calculations, which causes large overhead. Most of the prior secure inference systems focused on designing cryptographic protocol...
Publisher: IEEE

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