From: Tackling imbalanced data in cybersecurity with transfer learning: a case with ROP payload detection
Method
Detection performance
Overhead
DROP (Chen et al. 2009)
0% FPR
\(\sim\)Â 500%
kBouncer (Pappas et al. 2013)
\(\sim\)Â 4%
CFI (Bletsch et al. 2011)
N/A
0–5% majority \(\sim\) 20% worst case
Our method
2.9% Model FPR 95.21% DR
0%