On the Effectiveness of Machine and Deep Learning for Cyber Security G Apruzzese, M Colajanni, L Ferretti, A Guido, M Marchetti International Conference on Cyber Conflict (CyCon), 371-390, 2018 | 360 | 2018 |
Addressing Adversarial Attacks Against Security Systems based on Machine Learning G Apruzzese, M Colajanni, L Ferretti, M Marchetti International Conference on Cyber Conflict (CyCon) 900, 1-18, 2019 | 118 | 2019 |
Deep Reinforcement Adversarial Learning against Botnet Evasion Attacks G Apruzzese, M Andreolini, M Marchetti, A Venturi, M Colajanni IEEE Transactions on Network and Service Management 17 (4), 1975-1987, 2020 | 97 | 2020 |
Modeling Realistic Adversarial Attacks against Network Intrusion Detection Systems G Apruzzese, M Andreolini, L Ferretti, M Marchetti, M Colajanni ACM Digital Threats: Research and Practice, 2021 | 94 | 2021 |
The Role of Machine Learning in Cybersecurity G Apruzzese, P Laskov, EM de Oca, W Mallouli, LB Rapa, ... ACM Digital Threats: Research and Practice, 2022 | 90 | 2022 |
“Real Attackers Don’t Compute Gradients”: Bridging the Gap Between Adversarial ML Research and Practice G Apruzzese, HS Anderson, S Dambra, D Freeman, F Pierazzi, ... First IEEE Conference on Secure and Trustworthy Machine Learning (SaTML), 2023 | 65 | 2023 |
Evading Botnet Detectors based on Flows and Random Forest with Adversarial Samples G Apruzzese, M Colajanni [Best Student Paper Award] 2018 IEEE 17th International Symposium on Network …, 2018 | 60 | 2018 |
The Cross-evaluation of Machine Learning-based Network Intrusion Detection Systems G Apruzzese, L Pajola, M Conti IEEE Transactions on Network and Service Management, 2022 | 57 | 2022 |
Hardening Random Forest Cyber Detectors against Adversarial Attacks G Apruzzese, M Andreolini, M Colajanni, M Marchetti IEEE Transactions on Emerging Topics in Computational Intelligence 4 (4 …, 2020 | 55 | 2020 |
Evaluating the Effectiveness of Adversarial Attacks against Botnet Detectors G Apruzzese, M Colajanni, M Marchetti [Best Student Paper Award] International Symposium on Network Computing and …, 2019 | 45 | 2019 |
Detection and Threat Prioritization of Pivoting Attacks in Large Networks G Apruzzese, F Pierazzi, M Colajanni, M Marchetti IEEE Transactions on Emerging Topics in Computing 8 (2), 404-415, 2017 | 40 | 2017 |
DReLAB–Deep REinforcement Learning Adversarial Botnet: A benchmark dataset for adversarial attacks against botnet Intrusion Detection Systems A Venturi, G Apruzzese, M Andreolini, M Colajanni, M Marchetti Data in Brief, 106631, 2020 | 28 | 2020 |
Identifying Malicious Hosts involved in Periodic Communications G Apruzzese, M Marchetti, M Colajanni, GG Zoccoli, A Guido International Symposium on Network Computing and Applications (NCA), 1-8, 2017 | 27 | 2017 |
SoK: The Impact of Unlabelled Data in Cyberthreat Detection G Apruzzese, P Laskov, A Tastemirova [Oustanding Presentation Award] IEEE European Symposium on Security and …, 2022 | 26 | 2022 |
Scalable Architecture for Online Prioritisation of Cyber Threats F Pierazzi, G Apruzzese, M Colajanni, A Guido, M Marchetti International Conference on Cyber Conflict (CyCon), 1-18, 2017 | 26 | 2017 |
AppCon: Mitigating Evasion Attacks to ML Cyber Detectors G Apruzzese, M Andreolini, M Marchetti, VG Colacino, G Russo Symmetry 12 (4), 653, 2020 | 18 | 2020 |
On the Evaluation of Sequential Machine Learning for Network Intrusion Detection A Corsini, SJ Yang, G Apruzzese International Conference on Availability, Reliability and Security (ARES …, 2021 | 16 | 2021 |
SpacePhish: The Evasion-space of Adversarial Attacks against Phishing Website Detectors using Machine Learning G Apruzzese, M Conti, Y Yuan Annual Computer Security Applications Conference (ACSAC) [Artifact: Reusable …, 2022 | 14 | 2022 |
Mitigating Adversarial Gray-Box Attacks Against Phishing Detectors G Apruzzese, VS Subrahmanian IEEE Transactions on Dependable and Secure Computing (TDSC), 2022 | 12 | 2022 |
Towards an Efficient Detection of Pivoting Activity M Husák, G Apruzzese, SJ Yang, G Werner IFIP/IEEE International Symposium on Integrated Network Management (IM), 980 …, 2021 | 12 | 2021 |