Musa Khan

How Stable Are SHAP Explanations for Network Intrusion Detection? A Perturbation-Based Faithfulness Study

2026 · Zenodo (CERN European Organization for Nuclear Research)

Explainable AI (XAI) methods such as SHAP are increasingly presented to security operations center (SOC) analysts as a way to justify machine-learning-based network intrusion detection system (NIDS) alerts, on the premise that a stated explanation …