Layer sequence extraction of optimized DNNs using side-channel information leaks

Layer sequence extraction of optimized DNNs using side-channel information leaks

Deep Neural Network (DNN) Intellectual Property (IP) models must be kept undisclosed to avoid revealing trade secrets. Recent works have devised machine learning techniques that leverage on side-channel information leakage of the target platform to reverse engineer DNN architectures. However, these...

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Bibliographic Details
Main Authors: Sun, Yidan, Jiang, Guiyuan, Liu, Xinwang, He, Peilan, Lam, Siew-Kei
Other Authors: School of Computer Science and Engineering
Format: Journal Article
Language:English
Published: 2024
Subjects:
Computer and Information Science
Side-channel attack
Deep neural network
Model stealing
Online Access:https://hdl.handle.net/10356/178546

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