Side Channel Analysis

4 papers with code • 0 benchmarks • 0 datasets

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Most implemented papers

Private Image Reconstruction from System Side Channels Using Generative Models

genSCA/genSCA ICLR 2021

Given the ever-growing adoption of machine learning as a service (MLaaS), image analysis software on cloud platforms has been exploited by reconstructing private user images from system side channels.

Deep learning for side-channel analysis and introduction to ASCAD database

ANSSI-FR/ASCAD Journal of Cryptographic Engineering 2019

First, completing recent works, we propose a study of deep learning algorithms when applied in the context of side-channel analysis and we discuss the links with the classical template attacks.

Automated Side Channel Analysis of Media Software with Manifold Learning

yuanyuan-yuan/manifold-sca 9 Dec 2021

Recent advances in representation learning and perceptual learning inspired us to consider the reconstruction of media inputs from side channel traces as a cross-modality manifold learning task that can be addressed in a unified manner with an autoencoder framework trained to learn the mapping between media inputs and side channel observations.

Side-channel analysis against ANSSI’s protected AES implementation on ARM: end-to-end attacks with multi-task learning

ANSSI-FR/ASCAD Journal of Cryptographic Engineering 2023

In 2019, ANSSI released a protected software implementation of AES running on an STM32 platform with ARM Cortex-M architecture, publicly available on Github.