Information Theory-based Evolution of Neural Networks for Side-channel Analysis

Information Theory-based Evolution of Neural Networks for Side-channel Analysis

Profiled side-channel analysis (SCA) leverages leakage from cryptographic implementations to extract the secret key. When combined with advanced methods in neural networks (NNs), profiled SCA can successfully attack even those cryptocores assumed to be protected against SCA. Despite the rise in the...

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Bibliographic Details
Main Authors: Rabin Y. Acharya, Fatemeh Ganji, Domenic Forte
Format: Article
Language:English
Published: Ruhr-Universität Bochum 2022-11-01
Series:Transactions on Cryptographic Hardware and Embedded Systems
Subjects:
Side-channel Analysis
Neural Networks
Multi-layer Perceptrons
Evolutionary Strategies
Stacking
Information Theory
Online Access:https://tches.iacr.org/index.php/TCHES/article/view/9957

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