Showing results 1 to 20 of 98
Title Issue Date Author(s) Journal Publisher
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. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE -
FADER: Fast Adversarial Example Rejection 1-Jan-2022 Crecchi, Francesco; Melis, Marco; Sotgiu, Angelo; Bacciu, Davide; Biggio, Battista NEUROCOMPUTING -
Towards learning trustworthily, automatically, and with guarantees on graphs: an overview 1-Jan-2022 Oneto, Luca; Navarin, Nicoló; Biggio, Battista; Errica, Federico; Micheli, Alessio; Scarselli, Franco; Bianchini, Monica; Demetrio, Luca; Bongini, Pietro; Tacchella, Armando; Sperduti, Alessandro NEUROCOMPUTING -
Adversarial Machine Learning: Attacks From Laboratories to the Real World 1-Jan-2021 Lin, Hsiao-Ying; Biggio, Battista COMPUTER -
Functionality-Preserving Black-Box Optimization of Adversarial Windows Malware 1-Jan-2021 Demetrio, Luca; Biggio, Battista; Lagorio, Giovanni; Roli, Fabio; Armando, Alessandro IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY -
Adversarial EXEmples: A Survey and Experimental Evaluation of Practical Attacks on Machine Learning for Windows Malware Detection 1-Jan-2021 Demetrio, L.; Coull, S. E.; Biggio, B.; Lagorio, G.; Armando, A.; Roli, F. ACM TRANSACTIONS ON PRIVACY AND SECURITY -
Poisoning attacks on cyber attack detectors for industrial control systems 1-Jan-2021 Kravchik, Moshe; Biggio, Battista; Shabtai, Asaf - -
The hammer and the nut: is bilevel optimization really needed to poison linear classifiers? 1-Jan-2021 Cina, A. E.; Vascon, S.; Demontis, A.; Biggio, B.; Roli, F.; Pelillo, M. - IEEE, Institute of Electrical and Electronics Engineers Inc.
Poisoning Attacks on Algorithmic Fairness 1-Jan-2021 Solans, D.; Biggio, B.; Castillo, C. - Springer Science and Business Media Deutschland GmbH
Empirical assessment of generating adversarial configurations for software product lines 1-Jan-2021 Temple, P.; Perrouin, G.; Acher, M.; Biggio, B.; Jezequel, J. -M.; Roli, F. EMPIRICAL SOFTWARE ENGINEERING -
Do gradient-based explanations tell anything about adversarial robustness to android malware? 1-Jan-2021 Melis, M.; Scalas, M.; Demontis, A.; Maiorca, D.; Biggio, B.; Giacinto, G.; Roli, F. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS -
Adversarial Detection of Flash Malware: Limitations and Open Issues 1-Jan-2020 Maiorca, D.; Demontis, A.; Biggio, B.; Roli, F.; Giacinto, G. COMPUTERS & SECURITY -
Deep neural rejection against adversarial examples 1-Jan-2020 Sotgiu, Angelo; Demontis, Ambra; Melis, Marco; Biggio, Battista; Fumera, Giorgio; Feng, Xiaoyi; Roli, Fabio EURASIP JOURNAL ON MULTIMEDIA AND INFORMATION SECURITY -
Towards adversarial malware detection: lessons learned from PDF-based attacks 1-Jan-2019 Maiorca, D.; Biggio, B.; Giacinto, G. ACM COMPUTING SURVEYS -
Why Do Adversarial Attacks Transfer? Explaining Transferability of Evasion and Poisoning Attacks 1-Jan-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 1-Jan-2019 Demontis, Ambra; Melis, Marco; Biggio, Battista; Maiorca, Davide; Arp, Daniel; Rieck, Konrad; Corona, Igino; Giacinto, Giorgio; Roli, Fabio IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING -
Chairs' introduction and welcome to AISEC 2019 1-Jan-2019 Afroz, S.; Biggio, B.; Carlini, N.; Elovici, Y.; Shabtai, A. - -
Deep Learning and Security Workshop 2019 1-Jan-2019 Rieck, K.; Biggio, B.; Vasiloglou, N. - -
Optimization and deployment of CNNs at the Edge: The ALOHA experience 1-Jan-2019 Meloni, P.; Loi, D.; Busia, P.; Deriu, G.; Pimentel, A. D.; Sapra, D.; Stefanov, T.; Minakova, S.; Conti, F.; Benini, L.; Pintor, M.; Biggio, B.; Moser, B.; Shepelev, N.; Fragoulis, N.; Theodorakopoulos, I.; Masin, M.; Palumbo, F. - Association for Computing Machinery, Inc
Detecting adversarial examples through nonlinear dimensionality reduction 1-Jan-2019 Crecchi, F.; Bacciu, D.; Biggio, B. - ESANN (i6doc.com)
Showing results 1 to 20 of 98
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