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Secure AI for 6G mobile devices: Deep learning optimization against side-channel attacks
Deep learning-driven side-channel analysis (SCA) is a promising approach to side-channel
analytic profiling. Recent studies have shown that neural networks can successfully attack …
analytic profiling. Recent studies have shown that neural networks can successfully attack …
Autoencoder-enabled model portability for reducing hyperparameter tuning efforts in side-channel analysis
Hyperparameter tuning represents one of the main challenges in deep learning-based
profiling side-channel analysis. For each different side-channel dataset, the typical …
profiling side-channel analysis. For each different side-channel dataset, the typical …
Side-channel attacks on mobile and IoT devices for Cyber–Physical systems
The attacks that leverage the side-channels produced by processes running on mobile and
IoT devices are a concrete threat for cyber–physical systems. This special issue is focused …
IoT devices are a concrete threat for cyber–physical systems. This special issue is focused …
Playing with blocks: toward re-usable deep learning models for side-channel profiled attacks
This paper introduces a deep learning modular network for side-channel analysis. Our
approach features a deep learning architecture with the capability to exchange parts …
approach features a deep learning architecture with the capability to exchange parts …
[HTML][HTML] A Practical Non-Profiled Deep-Learning-Based Power Analysis with Hybrid-Supervised Neural Networks
F Kong, X Wang, K Pu, J Zhang, H Dang - Electronics, 2023 - mdpi.com
With the rapid advancement of deep learning, the neural network has become the primary
approach for non-profiled side-channel attacks. Nevertheless, challenges arise in practical …
approach for non-profiled side-channel attacks. Nevertheless, challenges arise in practical …
A Novel Side-Channel Archive Framework Using Deep Learning-based Leakage Compression
Side-channel analysis is one of the vulnerabilities in IoT's cryptographic systems. To present
reliable side-channel analysis results, it is crucial to collect considerable amounts of power …
reliable side-channel analysis results, it is crucial to collect considerable amounts of power …
Side-channel attack using word embedding and long short term memories
Z Liu, Z Wang, M Ling - Journal of Web Engineering, 2022 - ieeexplore.ieee.org
Side-channel attack (SCA) based on machine learning has proved to be a valid technique in
cybersecurity, especially subjecting to the symmetric-key crypto implementations in serial …
cybersecurity, especially subjecting to the symmetric-key crypto implementations in serial …
TSCL: A time–space crossing location for side-channel leakage detection
Y Li, J Zhu, M Tang, S Ren, F Wu - Computer Networks, 2022 - Elsevier
Cryptographic algorithms on devices are vulnerable to the so-called side-channel attacks
(SCAs). The security evaluation of the cryptographic circuits is necessary to provide earlier …
(SCAs). The security evaluation of the cryptographic circuits is necessary to provide earlier …
Advantages of unsupervised learning analysis methods in single-trace SCA attacks
Abstract Machine learning techniques are commonly employed in the context of Side
Channel Analysis attacks. The clustering algorithms can be successfully used as classifiers …
Channel Analysis attacks. The clustering algorithms can be successfully used as classifiers …
Keep it unbiased: a comparison between estimation of distribution algorithms and deep learning for human interaction-free side-channel analysis
Evaluating side-channel analysis (SCA) security is a complex process, involving applying
several techniques whose success depends on human engineering. Therefore, it is crucial …
several techniques whose success depends on human engineering. Therefore, it is crucial …