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Daniel Gibert
Daniel Gibert
Marie Curie CareerFit+ Fellow, CeADAR, UCD
Dirección de correo verificada de ucd.ie
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The rise of machine learning for detection and classification of malware: Research developments, trends and challenges
D Gibert, C Mateu, J Planes
Journal of Network and Computer Applications 153, 102526, 2020
5122020
Using convolutional neural networks for classification of malware represented as images
D Gibert, C Mateu, J Planes, R Vicens
Journal of Computer Virology and Hacking Techniques 15, 15-28, 2019
2072019
Convolutional neural networks for malware classification
D Gibert
Universitat Politècnica de Catalunya. Facultat d'Informàtica de Barcelona …, 2016
1422016
HYDRA: A Multimodal Deep Learning Framework for Malware Classification
D Gibert, C Mateu, J Planes
Journal of Computers & Security, 2020
1032020
Classification of malware by using structural entropy on convolutional neural networks
D Gibert, C Mateu, J Planes, R Vicens
Proceedings of the Thirty-Second Conference on Artificial Intelligence …, 2018
912018
A Hierarchical Convolutional Neural Network for Malware Classification
D Gibert, C Mateu, J Planes
International Joint Conference on Neural Networks (IJCNN) 2019 Budapest …, 2019
422019
Convolutional neural networks for classification of malware assembly code
D Gibert, C Mateu, J Planes, D Solis, R Vicens
Recent Advances in Artificial Intelligence Research and Development …, 2017
30*2017
An end-to-end deep learning architecture for classification of malware’s binary content
D Gibert, C Mateu, J Planes
International Conference on Artificial Neural Networks, 383-391, 2018
262018
Fusing feature engineering and deep learning: A case study for malware classification
D Gibert, J Planes, C Mateu, Q Le
Expert Systems with Applications 207 (0957-4174), 117957, 2022
242022
Orthrus: A Bimodal Learning Architecture for Malware Classification
D Gibert, C Mateu, J Planes
Proceedings of the International Joint Conference on Neural Networks (IJCNN …, 2020
172020
Auditing static machine learning anti-malware tools against metamorphic attacks
D Gibert, C Mateu, J Planes, J Marques-Silva
Journal Computers & Security 102, 102159, 2021
162021
Enhancing the Insertion of NOP Instructions to Obfuscate Malware via Deep Reinforcement Learning
D Gibert, M Fredrikson, C Mateu, J Planes, Q Le
Journal Computers & Security, 2021
72021
A wolf in sheep’s clothing: Query-free evasion attacks against machine learning-based malware detectors with generative adversarial networks
D Gibert, J Planes, Q Le, G Zizzo
2023 IEEE European Symposium on Security and Privacy Workshops (EuroS&PW …, 2023
42023
Anomaly detection for diagnosing failures in a centrifugal compressor train
I Palacín, D Gibert, J Planes, S Arena, PF Orrù, M Melis, M Annis
Artificial Intelligence Research and Development, 217-220, 2021
42021
PE Parser: A Python package for Portable Executable files processing
D Gibert
Software Impacts 13, 100365, 2022
32022
Argumentation Reasoning with Graph Neural Networks for Reddit Conversation Analysis.
T Alsinet, J Argelich, R Béjar, D Gibert, J Planes, N Torrent
CCIA, 123-131, 2021
22021
Towards a Practical Defense Against Adversarial Attacks on Deep Learning-Based Malware Detectors via Randomized Smoothing
D Gibert, G Zizzo, Q Le
ESORICS 2023 International Workshops. Workshop on Security and Artificial …, 2024
2024
Adversarial Robustness of Deep Learning-based Malware Detectors via (De) Randomized Smoothing
D Gibert, G Zizzo, Q Le, J Planes
arXiv preprint arXiv:2402.15267, 2024
2024
Optimal control of a solar-driven seasonal sorption storage system through deep reinforcement learning
A Crespo, D Gibert, Á de Gracia, C Fernández
Applied Thermal Engineering 238, 121905, 2024
2024
Certified Robustness of Static Deep Learning-based Malware Detectors against Patch and Append Attacks
D Gibert, G Zizzo, Q Le
Proceedings of the 16th ACM Workshop on Artificial Intelligence and Security …, 2023
2023
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Artículos 1–20