Orif M. Allanov

Leakage-Controlled Cross-Dataset Evaluation of Self-Supervised Graph-Based Network Intrusion Detection

Flow-based network intrusion detection systems (NIDS) report steadily improving benchmark results, yet these results are frequently inflated by feature leakage and by evaluation confined to a single dataset. This article turns leakage from a declared precaution into a measured quantity and packages the measurement as a...

Computer and Decision Making An International Journal