papersSEP 10 04:00 UTC
Spectral graph analysis proposed to counter concept drift in network attack detection
An arXiv preprint addresses the problem of concept drift in network traffic, where both normal usage patterns and attack methods keep changing, causing intrusion detectors to become stale between retraining cycles. The authors propose a method that combines community detection with spectral graph analysis to help identify cyberattacks despite these shifting patterns.