3 papers
cs.LG2025
Lightweight Intrusion Detection in IoT via SHAP-Guided Feature Pruning and Knowledge-Distilled Kronecker Networks
Hafsa Benaddi, Mohammed Jouhari, Nouha Laamech +2
The widespread deployment of Internet of Things (IoT) devices requires intrusion detection systems (IDS) with high accuracy while operating under strict resource constraints. Conve…
cs.NI2024
Efficient Intrusion Detection: Combining Feature Selection with CNN-BiLSTM on the UNSW-NB15 Dataset
Mohammed Jouhari, Hafsa Benaddi, Khalil Ibrahimi
Intrusion Detection Systems (IDSs) have played a significant role in the detection and prevention of cyber-attacks in traditional computing systems. It is not surprising that this…
cs.CR2024
Lightweight CNN-BiLSTM based Intrusion Detection Systems for Resource-Constrained IoT Devices
Mohammed Jouhari, Mohsen Guizani
Intrusion Detection Systems (IDSs) have played a significant role in detecting and preventing cyber-attacks within traditional computing systems. It is not surprising that the same…