Showing results 1 to 11 of 11
Title Issue Date Author(s) Journal Publisher
FADER: Fast Adversarial Example Rejection Being printed 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
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)
Explaining black-box android malware detection 2018 Melis, Marco; Maiorca, Davide; Biggio, Battista; Giacinto, 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
Sparse support faces 2015 Biggio B; Melis M; Fumera G; Roli F Institute of Electrical and Electronics Engineers Inc.
Fast image classification with reduced multiclass support vector machines 2015 Melis, Marco; Piras, Luca; Biggio, Battista; Giacinto, Giorgio; Fumera, Giorgio; Roli, Fabio Springer

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