| Title |
Issue Date |
Author(s) |
Journal |
Publisher |
| FADER: Fast Adversarial Example Rejection |
2022 |
Crecchi, Francesco; Melis, Marco; Sotgiu, Angelo; Bacciu, Davide; Biggio, Battista |
NEUROCOMPUTING |
|
| Explaining Vulnerability of Machine Learning to Adversarial Attacks |
9-Mar-2021 |
|
|
Università degli Studi di Cagliari |
| Do gradient-based explanations tell anything about adversarial robustness to android malware? |
2021 |
Melis, M.; Scalas, M.; Demontis, A.; Maiorca, D.; Biggio, B.; Giacinto, G.; Roli, F. |
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS |
|
| Deep neural rejection against adversarial examples |
2020 |
SOTGIU, ANGELO; DEMONTIS, AMBRA; MELIS, MARCO; BIGGIO, BATTISTA; FUMERA, GIORGIO; Feng, Xiaoyi; R...OLI, FABIO |
EURASIP JOURNAL ON MULTIMEDIA AND INFORMATION SECURITY |
|
| Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks |
2019 |
Demontis, Ambra; Melis, Marco; Pintor, Maura; Jagielski, Matthew; Biggio, Battista; Oprea, Alina;... Nita-Rotaru, Cristina; Roli, Fabio |
|
USENIX Association |
| Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection |
2019 |
Demontis, Ambra; Melis, Marco; Biggio, Battista; Maiorca, Davide; Arp, Daniel; Rieck, Konrad; Cor...ona, Igino; Giacinto, Giorgio; Roli, Fabio |
IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING |
|
| Explaining black-box android malware detection |
2018 |
Melis, Marco; Maiorca, Davide; Biggio, Battista; Giacinto, Giorgio; Roli, Fabio |
|
IEEE, Institute of Electrical and Electronics Engineers |
| Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid |
2018 |
Melis, Marco; Demontis, Ambra; Biggio, Battista; Brown, Gavin; Fumera, Giorgio; Roli, Fabio |
|
IEEE (Institute of Electrical and Electronics Engineers) |
| Super-Sparse Learning in Similarity Spaces |
2016 |
Demontis, Ambra; Melis, Marco; Biggio, Battista; Fumera, Giorgio; Roli, Fabio |
IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE |
|
| Fast image classification with reduced multiclass support vector machines |
2015 |
Melis, Marco; Piras, Luca; Biggio, Battista; Giacinto, Giorgio; Fumera, Giorgio; Roli, Fabio |
|
Springer |
| Sparse support faces |
2015 |
Biggio B; Melis M; Fumera G; Roli F |
|
Institute of Electrical and Electronics Engineers Inc. |
University of Cagliari
