Research output per year
Research output per year
Search results
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2022
Transcending Transcend: Revisiting Malware Classification in the Presence of Concept Drift
Barbero, F., Pendlebury, F., Pierazzi, F. & Cavallaro, L., 2022, IEEE Symposium on Security and Privacy (IEEE S&P). p. 1165-1183Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile46 Downloads (Pure) -
2021
Dos and Don'ts of Machine Learning in Computer Security
Arp, D., Quiring, E., Pendlebury, F., Warnecke, A., Pierazzi, F., Wressnegger, C., Cavallaro, L. & Rieck, K., 12 Aug 2021, 31st USENIX Security Symposium (USENIX Sec). 20 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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INSOMNIA: Towards Concept-Drift Robustness in Network Intrusion Detection
Andresini, G., Pendlebury, F., Pierazzi, F., Loglisci, C., Appice, A. & Cavallaro, L., 15 Nov 2021, AISec '21: Proceedings of the 14th ACM Workshop on Artificial Intelligence and Security. ACM, p. 111-122 12 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile112 Downloads (Pure) -
Investigating Labelless Drift Adaptation for Malware Detection
Kan, Z., Pendlebury, F., Pierazzi, F. & Cavallaro, L., 15 Nov 2021, AISec '21: Proceedings of the 14th ACM Workshop on Artificial Intelligence and Security. ACM, p. 123-134 12 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile81 Downloads (Pure) -
2020
Intriguing Properties of Adversarial ML Attacks in the Problem Space
Pierazzi, F., Pendlebury, F., Cortellazzi, J. & Cavallaro, L., 30 Jul 2020, IEEE Symposium on Security and Privacy (IEEE S&P). IEEE, p. 1332-1349 18 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile103 Downloads (Pure) -
2019
TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time
Pendlebury, F., Pierazzi, F., Jordaney, R., Kinder, J. & Cavallaro, L., Aug 2019, 28th USENIX Security Symposium (USENIX Sec). p. 729-746 18 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile56 Downloads (Pure)