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 | 431 | 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 | 344 | 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 Vision …, 2017 | 114 | 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 | 73 | 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 | 62 | 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 | 47* | 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 | 33 | 2021 |
Fader: Fast adversarial example rejection F Crecchi, M Melis, A Sotgiu, D Bacciu, B Biggio Neurocomputing 470, 257-268, 2022 | 21 | 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 | 8 | 2016 |
Sparse Support Faces B Biggio, M Melis, G Fumera, F Roli Int'l Conf. on Biometrics (ICB), 208-213, 2015 | 5 | 2015 |
Explaining Vulnerability of Machine Learning to Adversarial Attacks M Melis Università degli Studi di Cagliari, 2021 | 3 | 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 | 3 | 2015 |