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Guilherme Perin

SoK: Deep Learning-based Physical Side-channel Analysis
2022 · Stjepan Picek, Guilherme Perin, et al. · ACM Computing Surveys · 182
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Reinforcement Learning for Hyperparameter Tuning in Deep Learning-based Side-channel Analysis
2021 · Jorai Rijsdijk, Lichao Wu, et al. · IACR Transactions on Cryptographic Hardware and Embedded Systems · 144
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I Choose You: Automated Hyperparameter Tuning for Deep Learning-Based Side-Channel Analysis
2022 · Lichao Wu, Guilherme Perin, et al. · IEEE Transactions on Emerging Topics in Computing · 101
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Strength in Numbers: Improving Generalization with Ensembles in Machine Learning-based Profiled Side-channel Analysis
2020 · Guilherme Perin, Łukasz Chmielewski, et al. · IACR Transactions on Cryptographic Hardware and Embedded Systems · 100
Exploring Feature Selection Scenarios for Deep Learning-based Side-channel Analysis
2022 · Guilherme Perin, Lichao Wu, et al. · IACR Transactions on Cryptographic Hardware and Embedded Systems · 76
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The Best of Two Worlds: Deep Learning-assisted Template Attack
2022 · Lichao Wu, Guilherme Perin, et al. · IACR Transactions on Cryptographic Hardware and Embedded Systems · 54
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Attacking Randomized Exponentiations Using Unsupervised Learning
2014 · Guilherme Perin, Laurent Imbert, et al. · Lecture notes in computer science · 51
Keep it Unsupervised: Horizontal Attacks Meet Deep Learning
2020 · Guilherme Perin, Łukasz Chmielewski, et al. · IACR Transactions on Cryptographic Hardware and Embedded Systems · 49
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A Comparison of Weight Initializers in Deep Learning-Based Side-Channel Analysis
2020 · Huimin Li, Marina Krček, et al. · Lecture notes in computer science · 44
On the Influence of Optimizers in Deep Learning-Based Side-Channel Analysis
2021 · Guilherme Perin, Stjepan Picek · Lecture notes in computer science · 33
A Semi-Parametric Approach for Side-Channel Attacks on Protected RSA Implementations
2016 · Guilherme Perin, Łukasz Chmielewski · Lecture notes in computer science · 29
No (good) loss no gain: systematic evaluation of loss functions in deep learning-based side-channel analysis
2023 · Maikel Kerkhof, Lichao Wu, et al. · Journal of Cryptographic Engineering · 28
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Label Correlation in Deep Learning-Based Side-Channel Analysis
2023 · Lichao Wu, Léo Weissbart, et al. · IEEE Transactions on Information Forensics and Security · 25
Ablation Analysis for Multi-Device Deep Learning-Based Physical Side-Channel Analysis
2023 · Lichao Wu, Yoo-Seung Won, et al. · IEEE Transactions on Dependable and Secure Computing · 23
Montgomery Modular Multiplication on Reconfigurable Hardware: Systolic versus Multiplexed Implementation
2011 · Guilherme Perin, Daniel Gomes Mesquita, et al. · International Journal of Reconfigurable Computing · 23
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A Gigabit UDP/IP network stack in FPGA
2009 · Fernando Luis Herrmann, Guilherme Perin, et al. · IEEE International Conference on Electronics, Circuits and Systems (ICECS) · 23
Learning When to Stop: A Mutual Information Approach to Prevent Overfitting in Profiled Side-Channel Analysis
2021 · Guilherme Perin, Ileana Buhan, et al. · Lecture notes in computer science · 21
Montgomery modular multiplication on reconfigurable hardware: Fully systolic array vs parallel implementation
2010 · Guilherme Perin, Daniel G. Mesquita, et al. · 19
Focus is Key to Success: A Focal Loss Function for Deep Learning-Based Side-Channel Analysis
2022 · Maikel Kerkhof, Lichao Wu, et al. · Lecture notes in computer science · 18
Profiled Side-Channel Analysis in the Efficient Attacker Framework
2022 · Stjepan Picek, Annelie Heuser, et al. · Lecture notes in computer science · 17
One for All, All for Ascon: Ensemble-Based Deep Learning Side-Channel Analysis
2024 · Azade Rezaeezade, Abraham Basurto-Becerra, et al. · Lecture notes in computer science · 16
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On the Evaluation of Deep Learning-Based Side-Channel Analysis
2022 · Lichao Wu, Guilherme Perin, et al. · Lecture notes in computer science · 16
Neural Network Model Assessment for Side-Channel Analysis.
2019 · Guilherme Perin, Barış Ege, et al. · IACR Cryptology ePrint Archive · 16
Electromagnetic Analysis on RSA Algorithm Based on RNS
2013 · Guilherme Perin, Laurent Imbert, et al. · Euromicro Conference on Digital System Design (DSD) · 13
It’s a Kind of Magic: A Novel Conditional GAN Framework for Efficient Profiling Side-Channel Analysis
2024 · Sengim Karayalçın, Marina Krček, et al. · Lecture notes in computer science · 12
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Works count: 65
Citation count: 1,316
H-index: 18
I10-index: 29
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