University of Cagliari
Domain Knowledge Alleviates Adversarial Attacks in Multi-Label Classifiers
In press Melacci, S.; Ciravegna, G.; Sotgiu, A.; Demontis, A.; Biggio, B.; Gori, M.; Roli, F.
On the Evaluation of Video-Based Crowd Counting Models
2022-01-01 Ledda, E.; Putzu, L.; Delussu, R.; Fumera, G.; Roli, F.
Detecting Anomalies from Video-Sequences: a Novel Descriptor
2021-01-01 Orru', G.; Ghiani, D.; Pintor, M.; Marcialis, G. L.; Roli, F.
Functionality-Preserving Black-Box Optimization of Adversarial Windows Malware
2021-01-01 Demetrio, Luca; Biggio, Battista; Lagorio, Giovanni; Roli, Fabio; Armando, Alessandro
Do gradient-based explanations tell anything about adversarial robustness to android malware?
2021-01-01 Melis, M.; Scalas, M.; Demontis, A.; Maiorca, D.; Biggio, B.; Giacinto, G.; Roli, F.
Are spoofs from latent fingerprints a real threat for the best state-of-art liveness detectors?
2021-01-01 Casula, R.; Orru', G.; Angioni, D.; Feng, X.; Marcialis, G. L.; Roli, F.
Empirical assessment of generating adversarial configurations for software product lines
2021-01-01 Temple, P.; Perrouin, G.; Acher, M.; Biggio, B.; Jezequel, J. -M.; Roli, F.
Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection
2021-01-01 Demetrio, L.; Coull, S. E.; Biggio, B.; Lagorio, G.; Armando, A.; Roli, F.
The hammer and the nut: is bilevel optimization really needed to poison linear classifiers?
2021-01-01 Cina, A. E.; Vascon, S.; Demontis, A.; Biggio, B.; Roli, F.; Pelillo, M.
Fingerprint recognition with embedded presentation attacks detection: are we ready?
2021-01-01 Micheletto, M.; Marcialis, G. L.; Orru', G.; Roli, F.
Online domain adaptation for person Re-identification with a human in the loop
2021-01-01 Delussu, R.; Putzu, L.; Fumera, G.; Roli, F.
EEG personal recognition based on ‘qualified majority’ over signal patches
2021-01-01 Panzino, Andrea; Orru', Giulia; Marcialis, GIAN LUCA; Roli, Fabio
Adversarial Detection of Flash Malware: Limitations and Open Issues
2020-01-01 Maiorca, D.; Demontis, A.; Biggio, B.; Roli, F.; Giacinto, G.
A novel classification-selection approach for the self updating of template-based face recognition systems
2020-01-01 Orrù, Giulia; Marcialis, Gian Luca; Roli, Fabio
Deep neural rejection against adversarial examples
2020-01-01 Sotgiu, Angelo; Demontis, Ambra; Melis, Marco; Biggio, Battista; Fumera, Giorgio; Feng, Xiaoyi; Roli, Fabio
Towards quality assurance of software product lines with adversarial configurations
2019-01-01 Temple, P.; Acher, M.; Perrouin, G.; Biggio, B.; Jezequel, J. -M.; Roli, F.
An experimental investigation on self adaptive facial recognition algorithms using a long time span data set
2019-01-01 Orru', Giulia; Marcialis, GIAN LUCA; Roli, Fabio
DEICTIC: a compositional and declarative gesture description based on hidden markov models
2019-01-01 Carcangiu, Alessandro; Spano, Lucio Davide; Fumera, Giorgio; Roli, Fabio
Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks
2019-01-01 Demontis, Ambra; Melis, Marco; Pintor, Maura; Jagielski, Matthew; Biggio, Battista; Oprea, Alina; Nita-Rotaru, Cristina; Roli, Fabio
Yes, Machine Learning Can Be More Secure! A Case Study on Android Malware Detection
2019-01-01 Demontis, Ambra; Melis, Marco; Biggio, Battista; Maiorca, Davide; Arp, Daniel; Rieck, Konrad; Corona, Igino; Giacinto, Giorgio; Roli, Fabio
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