M. M. Hassan

Hierarchical Adversarially-Driven Escalation System (HADES) for Network Intrusion Detection

: Machine learning has radically transformed network security, enabling intrusion detection systems capable of identifying malicious traffic with near-perfect accuracy on standard benchmarks. However, these systems remain critically vulnerable to adversarial examples—subtly manipulated inputs designed to escape detecti...