Fusing feature engineering and deep learning: A case study for malware classification
Gibert, Daniel, Planes, Jordi, Mateu, Carles, Le, Quan
Published in Expert systems with applications (30.11.2022)
Published in Expert systems with applications (30.11.2022)
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Journal Article
Enhancing the insertion of NOP instructions to obfuscate malware via deep reinforcement learning
Gibert, Daniel, Fredrikson, Matt, Mateu, Carles, Planes, Jordi, Le, Quan
Published in Computers & security (01.02.2022)
Published in Computers & security (01.02.2022)
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Journal Article
Auditing static machine learning anti-Malware tools against metamorphic attacks
Gibert, Daniel, Mateu, Carles, Planes, Jordi, Marques-Silva, Joao
Published in Computers & security (01.03.2021)
Published in Computers & security (01.03.2021)
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Journal Article
Assessing the Impact of Packing on Machine Learning-Based Malware Detection and Classification Systems
Gibert, Daniel, Totosis, Nikolaos, Patsakis, Constantinos, Zizzo, Giulio, Le, Quan
Year of Publication 31.10.2024
Year of Publication 31.10.2024
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Journal Article
Orthrus: A Bimodal Learning Architecture for Malware Classification
Gibert, Daniel, Mateu, Carles, Planes, Jordi
Published in 2020 International Joint Conference on Neural Networks (IJCNN) (01.07.2020)
Published in 2020 International Joint Conference on Neural Networks (IJCNN) (01.07.2020)
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Conference Proceeding
A Hierarchical Convolutional Neural Network for Malware Classification
Gibert, Daniel, Mateu, Carles, Planes, Jordi
Published in 2019 International Joint Conference on Neural Networks (IJCNN) (01.07.2019)
Published in 2019 International Joint Conference on Neural Networks (IJCNN) (01.07.2019)
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Conference Proceeding
A Wolf in Sheep's Clothing: Query-Free Evasion Attacks Against Machine Learning-Based Malware Detectors with Generative Adversarial Networks
Gibert, Daniel, Planes, Jordi, Le, Quan, Zizzo, Giulio
Published in 2023 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW) (01.07.2023)
Published in 2023 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW) (01.07.2023)
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Conference Proceeding
Certified Adversarial Robustness of Machine Learning-based Malware Detectors via (De)Randomized Smoothing
Gibert, Daniel, Demetrio, Luca, Zizzo, Giulio, Le, Quan, Planes, Jordi, Biggio, Battista
Year of Publication 01.05.2024
Year of Publication 01.05.2024
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Journal Article