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A comprehensive study of deep learning for side-channel analysis
Recently, several studies have been published on the application of deep learning to
enhance Side-Channel Attacks (SCA). These seminal works have practically validated the …
enhance Side-Channel Attacks (SCA). These seminal works have practically validated the …
Exploring feature selection scenarios for deep learning-based side-channel analysis
One of the main promoted advantages of deep learning in profiling sidechannel analysis is
the possibility of skip** the feature engineering process. Despite that, most recent …
the possibility of skip** the feature engineering process. Despite that, most recent …
Ranking loss: Maximizing the success rate in deep learning side-channel analysis
The side-channel community recently investigated a new approach, based on deep
learning, to significantly improve profiled attacks against embedded systems. Compared to …
learning, to significantly improve profiled attacks against embedded systems. Compared to …
Removing the field size loss from Duc et al.'s conjectured bound for masked encodings
J Béguinot, W Cheng, S Guilley, Y Liu, L Masure… - … on Constructive Side …, 2023 - Springer
Abstract At Eurocrypt 2015, Duc et al. conjectured that the success rate of a side-channel
attack targeting an intermediate computation encoded in a linear secret-sharing, aka …
attack targeting an intermediate computation encoded in a linear secret-sharing, aka …
Imbalanced data problems in deep learning-based side-channel attacks: Analysis and solution
In recent years, the threat of profiling attacks using deep learning has emerged. Successful
attacks have been demonstrated against various types of cryptographic modules. However …
attacks have been demonstrated against various types of cryptographic modules. However …
On the success rate of side-channel attacks on masked implementations: information-theoretical bounds and their practical usage
This study derives information-theoretical bounds of the success rate (SR) of side-channel
attacks on masked implementations. We first develop a communication channel model …
attacks on masked implementations. We first develop a communication channel model …
Formal security proofs via Doeblin coefficients: optimal side-channel factorization from noisy leakage to random probing
J Béguinot, W Cheng, S Guilley, O Rioul - Annual International Cryptology …, 2024 - Springer
Masking is one of the most popular countermeasures to side-channel attacks, because it can
offer provable security. However, depending on the adversary's model, useful security …
offer provable security. However, depending on the adversary's model, useful security …
Prouff and Rivain's formal security proof of masking, revisited: Tight bounds in the noisy leakage model
L Masure, FX Standaert - Annual International Cryptology Conference, 2023 - Springer
Masking is a counter-measure that can be incorporated to software and hardware
implementations of block ciphers to provably secure them against side-channel attacks. The …
implementations of block ciphers to provably secure them against side-channel attacks. The …
Systematic study of decryption and re-encryption leakage: The case of kyber
M Azouaoui, O Bronchain, C Hoffmann… - … on Constructive Side …, 2022 - Springer
The side-channel cryptanalysis of Post-Quantum (PQ) key encapsulation schemes has been
a topic of intense activity over the last years. Many attacks have been put forward: Simple …
a topic of intense activity over the last years. Many attacks have been put forward: Simple …
Perceived information revisited: New metrics to evaluate success rate of side-channel attacks
In this study, we present new analytical metrics for evaluating the performance of side-
channel attacks (SCAs) by revisiting the perceived information (PI), which is defined using …
channel attacks (SCAs) by revisiting the perceived information (PI), which is defined using …