Hybrid genetic algorithm and deep learning techniques for advanced side-channel attacks

Abstract In recent years, deep learning-based profiling methods have significantly advanced side-channel analysis, yielding promising results. A critical challenge in training effective neural network models lies in hyperparameter optimization. This research introduces a genetic algorithm (GA) frame...

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Bibliographic Details
Main Authors: Faisal Hameed, Hoda Alkhzaimi
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-06375-1
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