Make Some Noise. Unleashing the Power of Convolutional Neural Networks for Profiled Side-channel Analysis

Make Some Noise. Unleashing the Power of Convolutional Neural Networks for Profiled Side-channel Analysis

Profiled side-channel analysis based on deep learning, and more precisely Convolutional Neural Networks, is a paradigm showing significant potential. The results, although scarce for now, suggest that such techniques are even able to break cryptographic implementations protected with countermeasure...

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Bibliographic Details
Main Authors: Jaehun Kim, Stjepan Picek, Annelie Heuser, Shivam Bhasin, Alan Hanjalic
Format: Article
Language:English
Published: Ruhr-Universität Bochum 2019-05-01
Series:Transactions on Cryptographic Hardware and Embedded Systems
Subjects:
Side-channel analysis
Convolutional Neural Networks
Machine learning
Gaussian noise
Online Access:https://tches.iacr.org/index.php/TCHES/article/view/8292

Internet

https://tches.iacr.org/index.php/TCHES/article/view/8292

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