Concept Drift Detection and Remediation

Jul 19, 2019
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Fabio Pierazzi
Lecturer (Assistant Professor) in Computer Science

My research interests lie at the intersection of systems security and AI, with particular focus on problem-space adversarial attacks, concept drift, analysis of malware and network attacks.

Publications

Feargus Pendlebury*, Fabio Pierazzi*, Roberto Jordaney, Johannes Kinder, Lorenzo Cavallaro . TESSERACT: Eliminating Experimental Bias in Malware Classification across Space and Time. USENIX Security Symposium (16% Acceptance Rate), 2019.

PDF Code Dataset Project Slides Video

Feargus Pendlebury*, Fabio Pierazzi*, Roberto Jordaney, Johannes Kinder, Lorenzo Cavallaro . POSTER: Enabling Fair ML Evaluations for Security. ACM CCS, 2018.

PDF Code Project