Guilherme Perin

According to our database, Guilherme Perin authored at least 57 papers between 2009 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2023

SoK: Deep Learning-based Physical Side-channel Analysis.

Stjepan Picek, Guilherme Perin, Luca Mariot, Lichao Wu, Lejla Batina

ACM Comput. Surv., November, 2023

No (good) loss no gain: systematic evaluation of loss functions in deep learning-based side-channel analysis.

Maikel Kerkhof, Lichao Wu, Guilherme Perin, Stjepan Picek

J. Cryptogr. Eng., September, 2023

Label Correlation in Deep Learning-Based Side-Channel Analysis.

Lichao Wu, Léo Weissbart, Marina Krcek, Huimin Li, Guilherme Perin, Lejla Batina, Stjepan Picek

IEEE Trans. Inf. Forensics Secur., 2023

An End-to-end Plaintext-based Side-channel Collision Attack without Trace Segmentation.

Lichao Wu, Sébastien Tiran, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2023

Not so Difficult in the End: Breaking the ASCADv2 Dataset.

Lichao Wu, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2023

Hiding in Plain Sight: Non-profiling Deep Learning-based Side-channel Analysis with Plaintext/Ciphertext.

Lichao Wu, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2023

Breaking Free: Leakage Model-free Deep Learning-based Side-channel Analysis.

Lichao Wu, Amir Ali-pour, Azade Rezaeezade, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2023

The Need for MORE: Unsupervised Side-channel Analysis with Single Network Training and Multi-output Regression.

Ioana Savu, Marina Krcek, Guilherme Perin, Lichao Wu, Stjepan Picek

IACR Cryptol. ePrint Arch., 2023

One for All, All for Ascon: Ensemble-based Deep Learning Side-channel Analysis.

Azade Rezaeezade, Abraham Basurto-Becerra, Léo Weissbart, Guilherme Perin

IACR Cryptol. ePrint Arch., 2023

Shift-invariance Robustness of Convolutional Neural Networks in Side-channel Analysis.

Marina Krcek, Lichao Wu, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2023

Autoencoder-enabled Model Portability for Reducing Hyperparameter Tuning Efforts in Side-channel Analysis.

Marina Krcek, Guilherme Perin

IACR Cryptol. ePrint Arch., 2023

It's a Kind of Magic: A Novel Conditional GAN Framework for Efficient Profiling Side-channel Analysis.

Sengim Karayalcin, Marina Krcek, Lichao Wu, Stjepan Picek, Guilherme Perin

IACR Cryptol. ePrint Arch., 2023

A Systematic Study of Data Augmentation for Protected AES Implementations.

Huimin Li, Guilherme Perin

IACR Cryptol. ePrint Arch., 2023

Not so Difficult in the End: Breaking the Lookup Table-Based Affine Masking Scheme.

Lichao Wu, Guilherme Perin, Stjepan Picek

Proceedings of the Selected Areas in Cryptography - SAC 2023, 2023

IB-RAR: Information Bottleneck as Regularizer for Adversarial Robustness.

Xiaoyun Xu, Guilherme Perin, Stjepan Picek

Proceedings of the 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks, 2023

2022

Deep Learning on Side-Channel Analysis.

Marina Krcek, Huimin Li, Servio Paguada, Unai Rioja, Lichao Wu, Guilherme Perin, Lukasz Chmielewski

Security and Artificial Intelligence, 2022

The Best of Two Worlds: Deep Learning-assisted Template Attack.

Lichao Wu, Guilherme Perin, Stjepan Picek

IACR Trans. Cryptogr. Hardw. Embed. Syst., 2022

Exploring Feature Selection Scenarios for Deep Learning-based Side-channel Analysis.

Guilherme Perin, Lichao Wu, Stjepan Picek

IACR Trans. Cryptogr. Hardw. Embed. Syst., 2022

AGE Is Not Just a Number: Label Distribution in Deep Learning-based Side-channel Analysis.

Lichao Wu, Leo Weissbart, Marina Krcek, Huimin Li, Guilherme Perin, Lejla Batina, Stjepan Picek

IACR Cryptol. ePrint Arch., 2022

To Overfit, Or Not to Overfit: Improving the Performance of Deep Learning-based SCA.

Azade Rezaeezade, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2022

I Know What Your Layers Did: Layer-wise Explainability of Deep Learning Side-channel Analysis.

Guilherme Perin, Lichao Wu, Stjepan Picek

IACR Cryptol. ePrint Arch., 2022

Pruning-based Neural Network Reduction for Faster Profiling Side-Channel Attacks.

Rodrigo Lellis, Rafael Soares, Guilherme Perin

Proceedings of the 29th IEEE International Conference on Electronics, Circuits and Systems, 2022

2021

Reinforcement Learning for Hyperparameter Tuning in Deep Learning-based Side-channel Analysis.

Jorai Rijsdijk, Lichao Wu, Guilherme Perin, Stjepan Picek

IACR Trans. Cryptogr. Hardw. Embed. Syst., 2021

Keep it Unsupervised: Horizontal Attacks Meet Deep Learning.

Guilherme Perin, Lukasz Chmielewski, Lejla Batina, Stjepan Picek

IACR Trans. Cryptogr. Hardw. Embed. Syst., 2021

Explain Some Noise: Ablation Analysis for Deep Learning-based Physical Side-channel Analysis.

Lichao Wu, Yoo-Seung Won, Dirmanto Jap, Guilherme Perin, Shivam Bhasin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2021

On the Evaluation of Deep Learning-based Side-channel Analysis.

Lichao Wu, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2021

On the Importance of Pooling Layer Tuning for Profiling Side-channel Analysis.

Lichao Wu, Guilherme Perin

IACR Cryptol. ePrint Arch., 2021

Deep Learning-based Side-channel Analysis against AES Inner Rounds.

Sudharshan Swaminathan, Lukasz Chmielewski, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2021

Reinforcement Learning-based Design of Side-channel Countermeasures.

Jorai Rijsdijk, Lichao Wu, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2021

The Need for Speed: A Fast Guessing Entropy Calculation for Deep Learning-based SCA.

Guilherme Perin, Lichao Wu, Stjepan Picek

IACR Cryptol. ePrint Arch., 2021

AISY - Deep Learning-based Framework for Side-channel Analysis.

Guilherme Perin, Lichao Wu, Stjepan Picek

IACR Cryptol. ePrint Arch., 2021

Gambling for Success: The Lottery Ticket Hypothesis in Deep Learning-based SCA.

Guilherme Perin, Lichao Wu, Stjepan Picek

IACR Cryptol. ePrint Arch., 2021

Focus is Key to Success: A Focal Loss Function for Deep Learning-based Side-channel Analysis.

Maikel Kerkhof, Lichao Wu, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2021

A Tale of Two Boards: On the Influence of Microarchitecture on Side-Channel Leakage.

Vipul Arora, Ileana Buhan, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2021

Reinforcement Learning-Based Design of Side-Channel Countermeasures.

Jorai Rijsdijk, Lichao Wu, Guilherme Perin

Proceedings of the Security, Privacy, and Applied Cryptography Engineering, 2021

Learning When to Stop: A Mutual Information Approach to Prevent Overfitting in Profiled Side-Channel Analysis.

Guilherme Perin, Ileana Buhan, Stjepan Picek

Proceedings of the Constructive Side-Channel Analysis and Secure Design, 2021

Profiled Side-Channel Analysis in the Efficient Attacker Framework.

Stjepan Picek, Annelie Heuser, Guilherme Perin, Sylvain Guilley

Proceedings of the Smart Card Research and Advanced Applications, 2021

2020

Strength in Numbers: Improving Generalization with Ensembles in Machine Learning-based Profiled Side-channel Analysis.

Guilherme Perin, Lukasz Chmielewski, Stjepan Picek

IACR Trans. Cryptogr. Hardw. Embed. Syst., 2020

Everything is Connected: From Model Learnability to Guessing Entropy.

Lichao Wu, Leo Weissbart, Marina Krcek, Huimin Li, Guilherme Perin, Lejla Batina, Stjepan Picek

IACR Cryptol. ePrint Arch., 2020

I Choose You: Automated Hyperparameter Tuning for Deep Learning-based Side-channel Analysis.

Lichao Wu, Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2020

On the Influence of Optimizers in Deep Learning-based Side-channel Analysis.

Guilherme Perin, Stjepan Picek

IACR Cryptol. ePrint Arch., 2020

Learning when to stop: a mutual information approach to fight overfitting in profiled side-channel analysis.

Guilherme Perin, Ileana Buhan, Stjepan Picek

IACR Cryptol. ePrint Arch., 2020

A Comparison of Weight Initializers in Deep Learning-based Side-channel Analysis.

Huimin Li, Marina Krcek, Guilherme Perin

IACR Cryptol. ePrint Arch., 2020

2019

Neural Network Model Assessment for Side-Channel Analysis.

Guilherme Perin, Baris Ege, Lukasz Chmielewski

IACR Cryptol. ePrint Arch., 2019

Deep Learning Model Generalization in Side-Channel Analysis.

Guilherme Perin

IACR Cryptol. ePrint Arch., 2019

Location, location, location: Revisiting modeling and exploitation for location-based side channel leakages.

Christos Andrikos, Lejla Batina, Lukasz Chmielewski, Liran Lerman, Vasilios Mavroudis, Kostas Papagiannopoulos, Guilherme Perin, Giorgos Rassias, Alberto Sonnino

IACR Cryptol. ePrint Arch., 2019

2015

Vertical and horizontal correlation attacks on RNS-based exponentiations.

Guilherme Perin, Laurent Imbert, Philippe Maurine, Lionel Torres

J. Cryptogr. Eng., 2015

A Semi-Parametric Approach for Side-Channel Attacks on Protected RSA Implementations.

Guilherme Perin, Lukasz Chmielewski

Proceedings of the Smart Card Research and Advanced Applications, 2015

Trade-Off Approaches for Leak Resistant Modular Arithmetic in RNS.

Christophe Nègre, Guilherme Perin

Proceedings of the Information Security and Privacy - 20th Australasian Conference, 2015

2014

Attacking Randomized Exponentiations Using Unsupervised Learning.

Guilherme Perin, Laurent Imbert, Lionel Torres, Philippe Maurine

Proceedings of the Constructive Side-Channel Analysis and Secure Design, 2014

2013

Filtragem Wavelet de Sinais Cardíacos através de Algoritmos Adaptativos.

Guilherme Perin, Alice J. Kozakevicius

RITA, 2013

Electromagnetic Analysis on RSA Algorithm Based on RNS.

Guilherme Perin, Laurent Imbert, Lionel Torres, Philippe Maurine

Proceedings of the 2013 Euromicro Conference on Digital System Design, 2013

Practical Analysis of RSA Countermeasures Against Side-Channel Electromagnetic Attacks.

Guilherme Perin, Laurent Imbert, Lionel Torres, Philippe Maurine

Proceedings of the Smart Card Research and Advanced Applications, 2013

2012

Amplitude demodulation-based EM analysis of different RSA implementations.

Guilherme Perin, Lionel Torres, Pascal Benoit, Philippe Maurine

Proceedings of the 2012 Design, Automation & Test in Europe Conference & Exhibition, 2012

2011

Montgomery Modular Multiplication on Reconfigurable Hardware: Systolic versus Multiplexed Implementation.

Guilherme Perin, Daniel Gomes Mesquita, João Baptista dos Santos Martins

Int. J. Reconfigurable Comput., 2011

2010

An efficient implementation of montgomery powering ladder in reconfigurable hardware.

Daniel Gomes Mesquita, Guilherme Perin, Fernando Luís Herrmann, João Baptista dos Santos Martins

Proceedings of the 23rd Annual Symposium on Integrated Circuits and Systems Design, 2010

2009

A Gigabit UDP/IP network stack in FPGA.

Fernando Luís Herrmann, Guilherme Perin, Josue Paulo Jose de Freitas, Rafael Bertagnolli, João Baptista dos Santos Martins

Proceedings of the 16th IEEE International Conference on Electronics, 2009