Concepedia

Guilherme Perin

GP

16

Publications

632

Citations

13

H-Index

2009

Active since

Affiliations

Delft University of Technology(Current)

Radboud University Nijmegen

Universidade Federal de Santa Maria

Guilherme Perin is an author at Delft University of Technology specializing in engineering, computer science, and machine learning.

Top concepts

EngineeringComputer ScienceMachine LearningData SecurityDeep LearningComputer EngineeringInformation SecuritySide-channel AnalysisAdversarial Machine LearningData Science

Publications per year

2009–2023

16

Publications

16

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

Jorai Rijsdijk, Lichao Wu, Guilherme Perin et al. · IACR Transactions on Cryptographic Hardware and Embedded Systems · 2021 · 134 citations · Full text

I Choose You: Automated Hyperparameter Tuning for Deep Learning-Based Side-Channel Analysis

Lichao Wu, Guilherme Perin, Stjepan Picek · IEEE Transactions on Emerging Topics in Computing · 2022 · 94 citations · Full text

Artificial Intelligence, Hardware Security, Hyperparameter Estimation +14

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

Guilherme Perin, Łukasz Chmielewski, Stjepan Picek · IACR Transactions on Cryptographic Hardware and Embedded Systems · 2020 · 66 citations · Full text

Engineering, Machine Learning, Information Security +20

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

Guilherme Perin, Lichao Wu, Stjepan Picek · IACR Transactions on Cryptographic Hardware and Embedded Systems · 2022 · 65 citations · Full text

Engineering, Machine Learning, Information Security +18

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

Lichao Wu, Guilherme Perin, Stjepan Picek · IACR Transactions on Cryptographic Hardware and Embedded Systems · 2022 · 47 citations · Full text

Hardware Security, Template Attack, Engineering +13

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