A novel obfuscation method based on majority logic for preventing unauthorized access to binary deep neural networks

A novel obfuscation method based on majority logic for preventing unauthorized access to binary deep neural networks

Abstract The significant expansion of deep learning applications has necessitated safeguarding the deep neural network (DNN) model from potential unauthorized access, highlighting its importance as a valuable asset. This study proposes an innovative key-based algorithm-hardware co-design methodology...

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Bibliographic Details
Main Authors: Alireza Mohseni, Mohammad Hossein Moaiyeri, Mohammad Javad Adel
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Deep neural network
Hardware obfuscation
Spintronic
In-memory computing
Majority logic
Online Access:https://doi.org/10.1038/s41598-025-09722-4
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