Marco Melis
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Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks
A Demontis, M Melis, M Pintor, M Jagielski, B Biggio, A Oprea, ...
28th USENIX Security Symposium (USENIX Security 19), 321--338, 2019
Yes, machine learning can be more secure! a case study on android malware detection
A Demontis, M Melis, B Biggio, D Maiorca, D Arp, K Rieck, I Corona, ...
IEEE Transactions on Dependable and Secure Computing 16 (4), 711-724, 2017
Is deep learning safe for robot vision? adversarial examples against the icub humanoid
M Melis, A Demontis, B Biggio, G Brown, G Fumera, F Roli
Proceedings of the IEEE International Conference on Computer Visioná…, 2017
Explaining Black-box Android Malware Detection
M Melis, D Maiorca, B Biggio, G Giacinto, F Roli
2018 26th European Signal Processing Conference (EUSIPCO), pp. 524-528, 2018
Deep Neural Rejection against Adversarial Examples
A Sotgiu, A Demontis, M Melis, B Biggio, G Fumera, X Feng, F Roli
EURASIP Journal on Information Security 2020, 1--10, 2019
Secml: Secure and Explainable Machine Learning in Python
M Melis, A Demontis, M Pintor, A Sotgiu, L Demetrio, B Biggio
Available at SSRN 4003262, 2022
Do gradient-based explanations tell anything about adversarial robustness to android malware?
M Melis, M Scalas, A Demontis, D Maiorca, B Biggio, G Giacinto, F Roli
International Journal of Machine Learning and Cybernetics, 1-16, 2021
Fader: Fast adversarial example rejection
F Crecchi, M Melis, A Sotgiu, D Bacciu, B Biggio
Neurocomputing 470, 257-268, 2022
Super-Sparse Learning in Similarity Spaces
A Demontis, M Melis, B Biggio, G Fumera, F Roli
IEEE Computational Intelligence Magazine 11 (4), 36-45, 2016
Sparse Support Faces
B Biggio, M Melis, G Fumera, F Roli
Int'l Conf. on Biometrics (ICB), 208-213, 2015
Explaining Vulnerability of Machine Learning to Adversarial Attacks
M Melis
UniversitÓ degli Studi di Cagliari, 2021
Fast Image Classification with Reduced Multiclass Support Vector Machines
M Melis, L Piras, B Biggio, G Giacinto, G Fumera, F Roli
International Conference on Image Analysis and Processing, 78-88, 2015
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