A. Alajaji

Feature-Space Adversarial Robustness Evaluation of Lightweight ML-Based Intrusion Detection for IoT and Healthcare-Sensing Networks

Machine learning (ML)-based Network Intrusion Detection Systems (NIDS) are increasingly deployed in IoT and healthcare-sensing networks. Reported robustness depends on how it is measured: evaluations relying on attacks transferred from a surrogate cannot separate a robust decision boundary from a merely dissimilar one,...