Scoop: An Optimization Algorithm for Profiling Attacks against Higher-Order Masking

In this paper we provide new theoretical and empirical evidences that gradient-based deep learning profiling attacks (DL-SCA) suffer from masking schemes. This occurs through an initial stall of the learning process: the so-called plateau effect. To understand why, we derive an analytical expressio...

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Bibliographic Details
Main Authors: Nathan Rousselot, Karine Heydemann, Loïc Masure, Vincent Migairou
Format: Article
Language:English
Published: Ruhr-Universität Bochum 2025-06-01
Series:Transactions on Cryptographic Hardware and Embedded Systems
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Online Access:https://tches.iacr.org/index.php/TCHES/article/view/12210
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