Guilherme Perin

Publication Activity (10 Years)

Years Active: 2009-2024
Publications (10 Years): 70

Top Topics

Unsupervised Learning

Diffusion Model

Top Venues

IACR Cryptol. ePrint Arch.

IACR Trans. Cryptogr. Hardw. Embed. Syst.

Publications

Lichao Wu, Guilherme Perin, Stjepan Picek
I Choose You: Automated Hyperparameter Tuning for Deep Learning-Based Side-Channel Analysis. IEEE Trans. Emerg. Top. Comput. 12 (2) (2024)
Sengim Karayalcin, Guilherme Perin, Stjepan Picek
Diffuse Some Noise: Diffusion Models for Measurement Noise Removal in Side-channel Analysis. IACR Cryptol. ePrint Arch. 2024 (2024)
Lichao Wu, Yoo-Seung Won, Dirmanto Jap, Guilherme Perin, Shivam Bhasin, Stjepan Picek
Ablation Analysis for Multi-Device Deep Learning-Based Physical Side-Channel Analysis. IEEE Trans. Dependable Secur. Comput. 21 (3) (2024)
Ioana Savu, Marina Krcek, Guilherme Perin, Lichao Wu, Stjepan Picek
The Need for MORE: Unsupervised Side-Channel Analysis with Single Network Training and Multi-output Regression. COSADE (2024)
Azade Rezaeezade, Abraham Basurto-Becerra, Léo Weissbart, Guilherme Perin
One for All, All for Ascon: Ensemble-Based Deep Learning Side-Channel Analysis. ACNS Workshops (1) (2024)
Ioana Savu, Marina Krcek, Guilherme Perin, Lichao Wu, Stjepan Picek
The Need for MORE: Unsupervised Side-channel Analysis with Single Network Training and Multi-output Regression. IACR Cryptol. ePrint Arch. 2023 (2023)
Xiaoyun Xu, Guilherme Perin, Stjepan Picek
IB-RAR: Information Bottleneck as Regularizer for Adversarial Robustness. DSN-W (2023)
Marina Krcek, Lichao Wu, Guilherme Perin, Stjepan Picek
Shift-invariance Robustness of Convolutional Neural Networks in Side-channel Analysis. IACR Cryptol. ePrint Arch. 2023 (2023)
Xiaoyun Xu, Guilherme Perin, Stjepan Picek
IB-RAR: Information Bottleneck as Regularizer for Adversarial Robustness. CoRR (2023)
Lichao Wu, Amir Ali-pour, Azade Rezaeezade, Guilherme Perin, Stjepan Picek
Breaking Free: Leakage Model-free Deep Learning-based Side-channel Analysis. IACR Cryptol. ePrint Arch. 2023 (2023)
Lichao Wu, Sébastien Tiran, Guilherme Perin, Stjepan Picek
An End-to-end Plaintext-based Side-channel Collision Attack without Trace Segmentation. IACR Cryptol. ePrint Arch. 2023 (2023)
Lichao Wu, Guilherme Perin, Stjepan Picek
Hiding in Plain Sight: Non-profiling Deep Learning-based Side-channel Analysis with Plaintext/Ciphertext. IACR Cryptol. ePrint Arch. 2023 (2023)
Huimin Li, Guilherme Perin
A Systematic Study of Data Augmentation for Protected AES Implementations. IACR Cryptol. ePrint Arch. 2023 (2023)
Stjepan Picek, Guilherme Perin, Luca Mariot, Lichao Wu, Lejla Batina
SoK: Deep Learning-based Physical Side-channel Analysis. ACM Comput. Surv. 55 (11) (2023)
Lichao Wu, Guilherme Perin, Stjepan Picek
Not so Difficult in the End: Breaking the ASCADv2 Dataset. IACR Cryptol. ePrint Arch. 2023 (2023)
Guilherme Perin, Lichao Wu, Stjepan Picek
The Need for Speed: A Fast Guessing Entropy Calculation for Deep Learning-Based SCA. Algorithms 16 (3) (2023)
Maikel Kerkhof, Lichao Wu, Guilherme Perin, Stjepan Picek
No (good) loss no gain: systematic evaluation of loss functions in deep learning-based side-channel analysis. J. Cryptogr. Eng. 13 (3) (2023)
Sengim Karayalcin, Marina Krcek, Lichao Wu, Stjepan Picek, Guilherme Perin
It's a Kind of Magic: A Novel Conditional GAN Framework for Efficient Profiling Side-channel Analysis. IACR Cryptol. ePrint Arch. 2023 (2023)
Lichao Wu, Guilherme Perin, Stjepan Picek
Not so Difficult in the End: Breaking the Lookup Table-Based Affine Masking Scheme. SAC (2023)
Lichao Wu, Léo Weissbart, Marina Krcek, Huimin Li, Guilherme Perin, Lejla Batina, Stjepan Picek
Label Correlation in Deep Learning-Based Side-Channel Analysis. IEEE Trans. Inf. Forensics Secur. 18 (2023)
Azade Rezaeezade, Abraham Basurto-Becerra, Léo Weissbart, Guilherme Perin
One for All, All for Ascon: Ensemble-based Deep Learning Side-channel Analysis. IACR Cryptol. ePrint Arch. 2023 (2023)
Marina Krcek, Guilherme Perin
Autoencoder-enabled Model Portability for Reducing Hyperparameter Tuning Efforts in Side-channel Analysis. IACR Cryptol. ePrint Arch. 2023 (2023)
Lichao Wu, Guilherme Perin, Stjepan Picek
The Best of Two Worlds: Deep Learning-assisted Template Attack. IACR Trans. Cryptogr. Hardw. Embed. Syst. 2022 (3) (2022)
Lichao Wu, Guilherme Perin, Stjepan Picek
On the Evaluation of Deep Learning-Based Side-Channel Analysis. COSADE (2022)
Azade Rezaeezade, Guilherme Perin, Stjepan Picek
To Overfit, Or Not to Overfit: Improving the Performance of Deep Learning-based SCA. IACR Cryptol. ePrint Arch. 2022 (2022)
Guilherme Perin, Lichao Wu, Stjepan Picek
I Know What Your Layers Did: Layer-wise Explainability of Deep Learning Side-channel Analysis. IACR Cryptol. ePrint Arch. 2022 (2022)
Azade Rezaeezade, Guilherme Perin, Stjepan Picek
To Overfit, or Not to Overfit: Improving the Performance of Deep Learning-Based SCA. AFRICACRYPT (2022)
Maikel Kerkhof, Lichao Wu, Guilherme Perin, Stjepan Picek
Focus is Key to Success: A Focal Loss Function for Deep Learning-Based Side-Channel Analysis. COSADE (2022)
Guilherme Perin, Lichao Wu, Stjepan Picek
Exploring Feature Selection Scenarios for Deep Learning-based Side-channel Analysis. IACR Trans. Cryptogr. Hardw. Embed. Syst. 2022 (4) (2022)
Rodrigo Lellis, Rafael Soares, Guilherme Perin
Pruning-based Neural Network Reduction for Faster Profiling Side-Channel Attacks. ICECS 2022 (2022)
Sudharshan Swaminathan, Lukasz Chmielewski, Guilherme Perin, Stjepan Picek
Deep Learning-Based Side-Channel Analysis Against AES Inner Rounds. ACNS Workshops (2022)
Lichao Wu, Leo Weissbart, Marina Krcek, Huimin Li, Guilherme Perin, Lejla Batina, Stjepan Picek
AGE Is Not Just a Number: Label Distribution in Deep Learning-based Side-channel Analysis. IACR Cryptol. ePrint Arch. 2022 (2022)
Guilherme Perin, Lukasz Chmielewski, Lejla Batina, Stjepan Picek
Keep it Unsupervised: Horizontal Attacks Meet Deep Learning. IACR Trans. Cryptogr. Hardw. Embed. Syst. 2021 (1) (2021)
Guilherme Perin, Lichao Wu, Stjepan Picek
Exploring Feature Selection Scenarios for Deep Learning-based Side-Channel Analysis. IACR Cryptol. ePrint Arch. 2021 (2021)
Jorai Rijsdijk, Lichao Wu, Guilherme Perin
Reinforcement Learning-Based Design of Side-Channel Countermeasures. SPACE (2021)
Lichao Wu, Guilherme Perin
On the Importance of Pooling Layer Tuning for Profiling Side-Channel Analysis. ACNS Workshops (2021)
Stjepan Picek, Annelie Heuser, Guilherme Perin, Sylvain Guilley
Profiled Side-Channel Analysis in the Efficient Attacker Framework. CARDIS (2021)
Jorai Rijsdijk, Lichao Wu, Guilherme Perin, Stjepan Picek
Reinforcement Learning-based Design of Side-channel Countermeasures. IACR Cryptol. ePrint Arch. 2021 (2021)
Lichao Wu, Guilherme Perin, Stjepan Picek
The Best of Two Worlds: Deep Learning-assisted Template Attack. IACR Cryptol. ePrint Arch. 2021 (2021)
Maikel Kerkhof, Lichao Wu, Guilherme Perin, Stjepan Picek
No (Good) Loss no Gain: Systematic Evaluation of Loss functions in Deep Learning-based Side-channel Analysis. IACR Cryptol. ePrint Arch. 2021 (2021)
Lichao Wu, Yoo-Seung Won, Dirmanto Jap, Guilherme Perin, Shivam Bhasin, Stjepan Picek
Explain Some Noise: Ablation Analysis for Deep Learning-based Physical Side-channel Analysis. IACR Cryptol. ePrint Arch. 2021 (2021)
Stjepan Picek, Guilherme Perin, Luca Mariot, Lichao Wu, Lejla Batina
SoK: Deep Learning-based Physical Side-channel Analysis. IACR Cryptol. ePrint Arch. 2021 (2021)
Lichao Wu, Guilherme Perin, Stjepan Picek
On the Evaluation of Deep Learning-based Side-channel Analysis. IACR Cryptol. ePrint Arch. 2021 (2021)
Sudharshan Swaminathan, Lukasz Chmielewski, Guilherme Perin, Stjepan Picek
Deep Learning-based Side-channel Analysis against AES Inner Rounds. IACR Cryptol. ePrint Arch. 2021 (2021)
Guilherme Perin, Ileana Buhan, Stjepan Picek
Learning When to Stop: A Mutual Information Approach to Prevent Overfitting in Profiled Side-Channel Analysis. COSADE (2021)
Guilherme Perin, Lichao Wu, Stjepan Picek
AISY - Deep Learning-based Framework for Side-channel Analysis. IACR Cryptol. ePrint Arch. 2021 (2021)
Guilherme Perin, Lichao Wu, Stjepan Picek
The Need for Speed: A Fast Guessing Entropy Calculation for Deep Learning-based SCA. IACR Cryptol. ePrint Arch. 2021 (2021)
Vipul Arora, Ileana Buhan, Guilherme Perin, Stjepan Picek
A Tale of Two Boards: On the Influence of Microarchitecture on Side-Channel Leakage. CARDIS (2021)
Lichao Wu, Guilherme Perin
On the Importance of Pooling Layer Tuning for Profiling Side-channel Analysis. IACR Cryptol. ePrint Arch. 2021 (2021)
Guilherme Perin, Lichao Wu, Stjepan Picek
Gambling for Success: The Lottery Ticket Hypothesis in Deep Learning-based SCA. IACR Cryptol. ePrint Arch. 2021 (2021)
Vipul Arora, Ileana Buhan, Guilherme Perin, Stjepan Picek
A Tale of Two Boards: On the Influence of Microarchitecture on Side-Channel Leakage. IACR Cryptol. ePrint Arch. 2021 (2021)
Jorai Rijsdijk, Lichao Wu, Guilherme Perin, Stjepan Picek
Reinforcement Learning for Hyperparameter Tuning in Deep Learning-based Side-channel Analysis. IACR Cryptol. ePrint Arch. 2021 (2021)
Jorai Rijsdijk, Lichao Wu, Guilherme Perin, Stjepan Picek
Reinforcement Learning for Hyperparameter Tuning in Deep Learning-based Side-channel Analysis. IACR Trans. Cryptogr. Hardw. Embed. Syst. 2021 (3) (2021)
Maikel Kerkhof, Lichao Wu, Guilherme Perin, Stjepan Picek
Focus is Key to Success: A Focal Loss Function for Deep Learning-based Side-channel Analysis. IACR Cryptol. ePrint Arch. 2021 (2021)
Guilherme Perin, Lukasz Chmielewski, Stjepan Picek
Strength in Numbers: Improving Generalization with Ensembles in Machine Learning-based Profiled Side-channel Analysis. IACR Trans. Cryptogr. Hardw. Embed. Syst. 2020 (4) (2020)
Guilherme Perin, Stjepan Picek
On the Influence of Optimizers in Deep Learning-based Side-channel Analysis. IACR Cryptol. ePrint Arch. 2020 (2020)
Huimin Li, Marina Krcek, Guilherme Perin
A Comparison of Weight Initializers in Deep Learning-based Side-channel Analysis. IACR Cryptol. ePrint Arch. 2020 (2020)
Guilherme Perin, Lukasz Chmielewski, Lejla Batina, Stjepan Picek
Keep it Unsupervised: Horizontal Attacks Meet Deep Learning. IACR Cryptol. ePrint Arch. 2020 (2020)
Lichao Wu, Guilherme Perin, Stjepan Picek
I Choose You: Automated Hyperparameter Tuning for Deep Learning-based Side-channel Analysis. IACR Cryptol. ePrint Arch. 2020 (2020)
Guilherme Perin, Ileana Buhan, Stjepan Picek
Learning when to stop: a mutual information approach to fight overfitting in profiled side-channel analysis. IACR Cryptol. ePrint Arch. 2020 (2020)
Lichao Wu, Leo Weissbart, Marina Krcek, Huimin Li, Guilherme Perin, Lejla Batina, Stjepan Picek
Everything is Connected: From Model Learnability to Guessing Entropy. IACR Cryptol. ePrint Arch. 2020 (2020)
Huimin Li, Marina Krcek, Guilherme Perin
A Comparison of Weight Initializers in Deep Learning-Based Side-Channel Analysis. ACNS Workshops (2020)
Guilherme Perin, Stjepan Picek
On the Influence of Optimizers in Deep Learning-Based Side-Channel Analysis. SAC (2020)
Guilherme Perin, Baris Ege, Lukasz Chmielewski
Neural Network Model Assessment for Side-Channel Analysis. IACR Cryptol. ePrint Arch. 2019 (2019)
Christos Andrikos, Lejla Batina, Lukasz Chmielewski, Liran Lerman, Vasilios Mavroudis, Kostas Papagiannopoulos, Guilherme Perin, Giorgos Rassias, Alberto Sonnino
Location, location, location: Revisiting modeling and exploitation for location-based side channel leakages. IACR Cryptol. ePrint Arch. 2019 (2019)
Guilherme Perin
Deep Learning Model Generalization in Side-Channel Analysis. IACR Cryptol. ePrint Arch. 2019 (2019)
Christos Andrikos, Lejla Batina, Lukasz Chmielewski, Liran Lerman, Vasilios Mavroudis, Kostas Papagiannopoulos, Guilherme Perin, Giorgos Rassias, Alberto Sonnino
Location, Location, Location: Revisiting Modeling and Exploitation for Location-Based Side Channel Leakages. ASIACRYPT (3) (2019)
Guilherme Perin, Lukasz Chmielewski
A Semi-Parametric Approach for Side-Channel Attacks on Protected RSA Implementations. CARDIS (2015)
Christophe Nègre, Guilherme Perin
Trade-Off Approaches for Leak Resistant Modular Arithmetic in RNS. ACISP (2015)
Guilherme Perin, Laurent Imbert, Philippe Maurine, Lionel Torres
Vertical and horizontal correlation attacks on RNS-based exponentiations. J. Cryptogr. Eng. 5 (3) (2015)
Guilherme Perin, Laurent Imbert, Lionel Torres, Philippe Maurine
Attacking Randomized Exponentiations Using Unsupervised Learning. COSADE (2014)
Guilherme Perin, Laurent Imbert, Lionel Torres, Philippe Maurine
Practical Analysis of RSA Countermeasures Against Side-Channel Electromagnetic Attacks. CARDIS (2013)
Guilherme Perin, Laurent Imbert, Lionel Torres, Philippe Maurine
Electromagnetic Analysis on RSA Algorithm Based on RNS. DSD (2013)
Guilherme Perin, Alice J. Kozakevicius
Filtragem Wavelet de Sinais Cardíacos através de Algoritmos Adaptativos. RITA 20 (3) (2013)
Guilherme Perin, Lionel Torres, Pascal Benoit, Philippe Maurine
Amplitude demodulation-based EM analysis of different RSA implementations. DATE (2012)
Guilherme Perin, Daniel Gomes Mesquita, João Baptista dos Santos Martins
Montgomery Modular Multiplication on Reconfigurable Hardware: Systolic versus Multiplexed Implementation. Int. J. Reconfigurable Comput. 2011 (2011)
Daniel Gomes Mesquita, Guilherme Perin, Fernando Luís Herrmann, João Baptista dos Santos Martins
An efficient implementation of montgomery powering ladder in reconfigurable hardware. SBCCI (2010)
Fernando Luís Herrmann, Guilherme Perin, Josue Paulo Jose de Freitas, Rafael Bertagnolli, João Baptista dos Santos Martins
A Gigabit UDP/IP network stack in FPGA. ICECS (2009)