Guilherme Perin

86 papers A 1C 5Misc 4Journal 58Unranked 17
YearRankTypeTitle / Venue / Authors
2026 J jnl
I Know What Your Layers Did: Layer-wise Explainability of Deep Learning Side-channel Analysis.
IACR Commun. Cryptol.
Guilherme Perin, Sengim Karayalcin, Lichao Wu, Stjepan Picek
2025 Misc conf
Diffuse Some Noise: Diffusion Models for Measurement Noise Removal in Side-Channel Analysis.
SAC
Sengim Karayalcin, Guilherme Perin, Stjepan Picek
2024 J jnl
A systematic study of data augmentation for protected AES implementations.
J. Cryptogr. Eng.
Huimin Li, Guilherme Perin
2024 J jnl
Ablation Analysis for Multi-Device Deep Learning-Based Physical Side-Channel Analysis.
IEEE Trans. Dependable Secur. Comput.
Lichao Wu, Yoo-Seung Won, Dirmanto Jap, Guilherme Perin, Shivam Bhasin, Stjepan Picek
2024 J jnl
Autoencoder-enabled model portability for reducing hyperparameter tuning efforts in side-channel analysis.
J. Cryptogr. Eng.
Marina Krcek, Guilherme Perin
2024 J jnl
Diffuse Some Noise: Diffusion Models for Measurement Noise Removal in Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Sengim Karayalcin, Guilherme Perin, Stjepan Picek
2024 J jnl
I Choose You: Automated Hyperparameter Tuning for Deep Learning-Based Side-Channel Analysis.
IEEE Trans. Emerg. Top. Comput.
Lichao Wu, Guilherme Perin, Stjepan Picek
2024 — conf
It's a Kind of Magic: A Novel Conditional GAN Framework for Efficient Profiling Side-Channel Analysis.
ASIACRYPT (8)
Sengim Karayalcin, Marina Krcek, Lichao Wu, Stjepan Picek, Guilherme Perin
2024 J jnl
Leakage Model-flexible Deep Learning-based Side-channel Analysis.
IACR Commun. Cryptol.
Lichao Wu, Azade Rezaeezade, Amir Alipour, Guilherme Perin, Stjepan Picek
2024 — conf
One for All, All for Ascon: Ensemble-Based Deep Learning Side-Channel Analysis.
ACNS Workshops (1)
Azade Rezaeezade, Abraham Basurto-Becerra, Léo Weissbart, Guilherme Perin
2024 J jnl
Plaintext-based Side-channel Collision Attack.
IACR Commun. Cryptol.
Lichao Wu, Sébastien Tiran, Guilherme Perin, Stjepan Picek
2024 — conf
The Need for MORE: Unsupervised Side-Channel Analysis with Single Network Training and Multi-output Regression.
COSADE
Ioana Savu, Marina Krcek, Guilherme Perin, Lichao Wu, Stjepan Picek
2023 J jnl
A Systematic Study of Data Augmentation for Protected AES Implementations.
IACR Cryptol. ePrint Arch.
Huimin Li, Guilherme Perin
2023 J jnl
An End-to-end Plaintext-based Side-channel Collision Attack without Trace Segmentation.
IACR Cryptol. ePrint Arch.
Lichao Wu, Sébastien Tiran, Guilherme Perin, Stjepan Picek
2023 J jnl
Autoencoder-enabled Model Portability for Reducing Hyperparameter Tuning Efforts in Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Marina Krcek, Guilherme Perin
2023 J jnl
Breaking Free: Leakage Model-free Deep Learning-based Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Lichao Wu, Amir Alipour, Azade Rezaeezade, Guilherme Perin, Stjepan Picek
2023 J jnl
Hiding in Plain Sight: Non-profiling Deep Learning-based Side-channel Analysis with Plaintext/Ciphertext.
IACR Cryptol. ePrint Arch.
Lichao Wu, Guilherme Perin, Stjepan Picek
2023 — conf
IB-RAR: Information Bottleneck as Regularizer for Adversarial Robustness.
DSN-W
Xiaoyun Xu, Guilherme Perin, Stjepan Picek
2023 J jnl
IB-RAR: Information Bottleneck as Regularizer for Adversarial Robustness.
CoRR
Xiaoyun Xu, Guilherme Perin, Stjepan Picek
2023 J jnl
It's a Kind of Magic: A Novel Conditional GAN Framework for Efficient Profiling Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Sengim Karayalcin, Marina Krcek, Lichao Wu, Stjepan Picek, Guilherme Perin
2023 J jnl
Label Correlation in Deep Learning-Based Side-Channel Analysis.
IEEE Trans. Inf. Forensics Secur.
Lichao Wu, Léo Weissbart, Marina Krcek, Huimin Li, Guilherme Perin, Lejla Batina, Stjepan Picek
2023 J jnl
No (good) loss no gain: systematic evaluation of loss functions in deep learning-based side-channel analysis.
J. Cryptogr. Eng.
Maikel Kerkhof, Lichao Wu, Guilherme Perin, Stjepan Picek
2023 J jnl
Not so Difficult in the End: Breaking the ASCADv2 Dataset.
IACR Cryptol. ePrint Arch.
Lichao Wu, Guilherme Perin, Stjepan Picek
2023 Misc conf
Not so Difficult in the End: Breaking the Lookup Table-Based Affine Masking Scheme.
SAC
Lichao Wu, Guilherme Perin, Stjepan Picek
2023 J jnl
One for All, All for Ascon: Ensemble-based Deep Learning Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Azade Rezaeezade, Abraham Basurto-Becerra, Léo Weissbart, Guilherme Perin
2023 J jnl
Shift-invariance Robustness of Convolutional Neural Networks in Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Marina Krcek, Lichao Wu, Guilherme Perin, Stjepan Picek
2023 J jnl
SoK: Deep Learning-based Physical Side-channel Analysis.
ACM Comput. Surv.
Stjepan Picek, Guilherme Perin, Luca Mariot, Lichao Wu, Lejla Batina
2023 J jnl
The Need for MORE: Unsupervised Side-channel Analysis with Single Network Training and Multi-output Regression.
IACR Cryptol. ePrint Arch.
Ioana Savu, Marina Krcek, Guilherme Perin, Lichao Wu, Stjepan Picek
2023 J jnl
The Need for Speed: A Fast Guessing Entropy Calculation for Deep Learning-Based SCA.
Algorithms
Guilherme Perin, Lichao Wu, Stjepan Picek
2022 J jnl
AGE Is Not Just a Number: Label Distribution in Deep Learning-based Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Lichao Wu, Leo Weissbart, Marina Krcek, Huimin Li, Guilherme Perin, Lejla Batina, Stjepan Picek
2022 — ch.
Deep Learning on Side-Channel Analysis.
Security and Artificial Intelligence
Marina Krcek, Huimin Li, Servio Paguada, Unai Rioja, Lichao Wu, Guilherme Perin, Lukasz Chmielewski
2022 — conf
Deep Learning-Based Side-Channel Analysis Against AES Inner Rounds.
ACNS Workshops
Sudharshan Swaminathan, Lukasz Chmielewski, Guilherme Perin, Stjepan Picek
2022 J jnl
Exploring Feature Selection Scenarios for Deep Learning-based Side-channel Analysis.
IACR Trans. Cryptogr. Hardw. Embed. Syst.
Guilherme Perin, Lichao Wu, Stjepan Picek
2022 — conf
Focus is Key to Success: A Focal Loss Function for Deep Learning-Based Side-Channel Analysis.
COSADE
Maikel Kerkhof, Lichao Wu, Guilherme Perin, Stjepan Picek
2022 J jnl
I Know What Your Layers Did: Layer-wise Explainability of Deep Learning Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Guilherme Perin, Lichao Wu, Stjepan Picek
2022 — conf
On the Evaluation of Deep Learning-Based Side-Channel Analysis.
COSADE
Lichao Wu, Guilherme Perin, Stjepan Picek
2022 — conf
Pruning-based Neural Network Reduction for Faster Profiling Side-Channel Attacks.
ICECS 2022
Rodrigo Lellis, Rafael Soares, Guilherme Perin
2022 J jnl
The Best of Two Worlds: Deep Learning-assisted Template Attack.
IACR Trans. Cryptogr. Hardw. Embed. Syst.
Lichao Wu, Guilherme Perin, Stjepan Picek
2022 J jnl
To Overfit, Or Not to Overfit: Improving the Performance of Deep Learning-based SCA.
IACR Cryptol. ePrint Arch.
Azade Rezaeezade, Guilherme Perin, Stjepan Picek
2022 — conf
To Overfit, or Not to Overfit: Improving the Performance of Deep Learning-Based SCA.
AFRICACRYPT
Azade Rezaeezade, Guilherme Perin, Stjepan Picek
2021 C conf
A Tale of Two Boards: On the Influence of Microarchitecture on Side-Channel Leakage.
CARDIS
Vipul Arora, Ileana Buhan, Guilherme Perin, Stjepan Picek
2021 J jnl
A Tale of Two Boards: On the Influence of Microarchitecture on Side-Channel Leakage.
IACR Cryptol. ePrint Arch.
Vipul Arora, Ileana Buhan, Guilherme Perin, Stjepan Picek
2021 J jnl
AISY - Deep Learning-based Framework for Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Guilherme Perin, Lichao Wu, Stjepan Picek
2021 J jnl
Deep Learning-based Side-channel Analysis against AES Inner Rounds.
IACR Cryptol. ePrint Arch.
Sudharshan Swaminathan, Lukasz Chmielewski, Guilherme Perin, Stjepan Picek
2021 J jnl
Explain Some Noise: Ablation Analysis for Deep Learning-based Physical Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Lichao Wu, Yoo-Seung Won, Dirmanto Jap, Guilherme Perin, Shivam Bhasin, Stjepan Picek
2021 J jnl
Exploring Feature Selection Scenarios for Deep Learning-based Side-Channel Analysis.
IACR Cryptol. ePrint Arch.
Guilherme Perin, Lichao Wu, Stjepan Picek
2021 J jnl
Focus is Key to Success: A Focal Loss Function for Deep Learning-based Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Maikel Kerkhof, Lichao Wu, Guilherme Perin, Stjepan Picek
2021 J jnl
Gambling for Success: The Lottery Ticket Hypothesis in Deep Learning-based SCA.
IACR Cryptol. ePrint Arch.
Guilherme Perin, Lichao Wu, Stjepan Picek
2021 J jnl
Keep it Unsupervised: Horizontal Attacks Meet Deep Learning.
IACR Trans. Cryptogr. Hardw. Embed. Syst.
Guilherme Perin, Lukasz Chmielewski, Lejla Batina, Stjepan Picek
2021 — conf
Learning When to Stop: A Mutual Information Approach to Prevent Overfitting in Profiled Side-Channel Analysis.
COSADE
Guilherme Perin, Ileana Buhan, Stjepan Picek
2021 J jnl
No (Good) Loss no Gain: Systematic Evaluation of Loss functions in Deep Learning-based Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Maikel Kerkhof, Lichao Wu, Guilherme Perin, Stjepan Picek
2021 J jnl
On the Evaluation of Deep Learning-based Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Lichao Wu, Guilherme Perin, Stjepan Picek
2021 — conf
On the Importance of Pooling Layer Tuning for Profiling Side-Channel Analysis.
ACNS Workshops
Lichao Wu, Guilherme Perin
2021 J jnl
On the Importance of Pooling Layer Tuning for Profiling Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Lichao Wu, Guilherme Perin
2021 C conf
Profiled Side-Channel Analysis in the Efficient Attacker Framework.
CARDIS
Stjepan Picek, Annelie Heuser, Guilherme Perin, Sylvain Guilley
2021 J jnl
Reinforcement Learning for Hyperparameter Tuning in Deep Learning-based Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Jorai Rijsdijk, Lichao Wu, Guilherme Perin, Stjepan Picek
2021 J jnl
Reinforcement Learning for Hyperparameter Tuning in Deep Learning-based Side-channel Analysis.
IACR Trans. Cryptogr. Hardw. Embed. Syst.
Jorai Rijsdijk, Lichao Wu, Guilherme Perin, Stjepan Picek
2021 — conf
Reinforcement Learning-Based Design of Side-Channel Countermeasures.
SPACE
Jorai Rijsdijk, Lichao Wu, Guilherme Perin
2021 J jnl
Reinforcement Learning-based Design of Side-channel Countermeasures.
IACR Cryptol. ePrint Arch.
Jorai Rijsdijk, Lichao Wu, Guilherme Perin, Stjepan Picek
2021 J jnl
SoK: Deep Learning-based Physical Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Stjepan Picek, Guilherme Perin, Luca Mariot, Lichao Wu, Lejla Batina
2021 J jnl
The Best of Two Worlds: Deep Learning-assisted Template Attack.
IACR Cryptol. ePrint Arch.
Lichao Wu, Guilherme Perin, Stjepan Picek
2021 J jnl
The Need for Speed: A Fast Guessing Entropy Calculation for Deep Learning-based SCA.
IACR Cryptol. ePrint Arch.
Guilherme Perin, Lichao Wu, Stjepan Picek
2020 — conf
A Comparison of Weight Initializers in Deep Learning-Based Side-Channel Analysis.
ACNS Workshops
Huimin Li, Marina Krcek, Guilherme Perin
2020 J jnl
A Comparison of Weight Initializers in Deep Learning-based Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Huimin Li, Marina Krcek, Guilherme Perin
2020 J jnl
Everything is Connected: From Model Learnability to Guessing Entropy.
IACR Cryptol. ePrint Arch.
Lichao Wu, Leo Weissbart, Marina Krcek, Huimin Li, Guilherme Perin, Lejla Batina, Stjepan Picek
2020 J jnl
I Choose You: Automated Hyperparameter Tuning for Deep Learning-based Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Lichao Wu, Guilherme Perin, Stjepan Picek
2020 J jnl
Keep it Unsupervised: Horizontal Attacks Meet Deep Learning.
IACR Cryptol. ePrint Arch.
Guilherme Perin, Lukasz Chmielewski, Lejla Batina, Stjepan Picek
2020 J jnl
Learning when to stop: a mutual information approach to fight overfitting in profiled side-channel analysis.
IACR Cryptol. ePrint Arch.
Guilherme Perin, Ileana Buhan, Stjepan Picek
2020 Misc conf
On the Influence of Optimizers in Deep Learning-Based Side-Channel Analysis.
SAC
Guilherme Perin, Stjepan Picek
2020 J jnl
On the Influence of Optimizers in Deep Learning-based Side-channel Analysis.
IACR Cryptol. ePrint Arch.
Guilherme Perin, Stjepan Picek
2020 J jnl
Strength in Numbers: Improving Generalization with Ensembles in Machine Learning-based Profiled Side-channel Analysis.
IACR Trans. Cryptogr. Hardw. Embed. Syst.
Guilherme Perin, Lukasz Chmielewski, Stjepan Picek
2019 J jnl
Deep Learning Model Generalization in Side-Channel Analysis.
IACR Cryptol. ePrint Arch.
Guilherme Perin
2019 — conf
Location, Location, Location: Revisiting Modeling and Exploitation for Location-Based Side Channel Leakages.
ASIACRYPT (3)
Christos Andrikos, Lejla Batina, Lukasz Chmielewski, Liran Lerman, Vasilios Mavroudis, Kostas Papagiannopoulos, Guilherme Perin, Giorgos Rassias, Alberto Sonnino
2019 J jnl
Location, location, location: Revisiting modeling and exploitation for location-based side channel leakages.
IACR Cryptol. ePrint Arch.
Christos Andrikos, Lejla Batina, Lukasz Chmielewski, Liran Lerman, Vasilios Mavroudis, Kostas Papagiannopoulos, Guilherme Perin, Giorgos Rassias, Alberto Sonnino
2019 J jnl
Neural Network Model Assessment for Side-Channel Analysis.
IACR Cryptol. ePrint Arch.
Guilherme Perin, Baris Ege, Lukasz Chmielewski
2015 C conf
A Semi-Parametric Approach for Side-Channel Attacks on Protected RSA Implementations.
CARDIS
Guilherme Perin, Lukasz Chmielewski
2015 Misc conf
Trade-Off Approaches for Leak Resistant Modular Arithmetic in RNS.
ACISP
Christophe Nègre, Guilherme Perin
2015 J jnl
Vertical and horizontal correlation attacks on RNS-based exponentiations.
J. Cryptogr. Eng.
Guilherme Perin, Laurent Imbert, Philippe Maurine, Lionel Torres
2014 — conf
Attacking Randomized Exponentiations Using Unsupervised Learning.
COSADE
Guilherme Perin, Laurent Imbert, Lionel Torres, Philippe Maurine
2013 C conf
Electromagnetic Analysis on RSA Algorithm Based on RNS.
DSD
Guilherme Perin, Laurent Imbert, Lionel Torres, Philippe Maurine
2013 J jnl
Filtragem Wavelet de Sinais Cardíacos através de Algoritmos Adaptativos.
RITA
Guilherme Perin, Alice J. Kozakevicius
2013 C conf
Practical Analysis of RSA Countermeasures Against Side-Channel Electromagnetic Attacks.
CARDIS
Guilherme Perin, Laurent Imbert, Lionel Torres, Philippe Maurine
2012 A conf
Amplitude demodulation-based EM analysis of different RSA implementations.
DATE
Guilherme Perin, Lionel Torres, Pascal Benoit, Philippe Maurine
2011 J jnl
Montgomery Modular Multiplication on Reconfigurable Hardware: Systolic versus Multiplexed Implementation.
Int. J. Reconfigurable Comput.
Guilherme Perin, Daniel Gomes Mesquita, João Baptista dos Santos Martins
2010 — conf
An efficient implementation of montgomery powering ladder in reconfigurable hardware.
SBCCI
Daniel Gomes Mesquita, Guilherme Perin, Fernando Luís Herrmann, João Baptista dos Santos Martins
2009 — conf
A Gigabit UDP/IP network stack in FPGA.
ICECS
Fernando Luís Herrmann, Guilherme Perin, Josue Paulo Jose de Freitas, Rafael Bertagnolli, João Baptista dos Santos Martins