Siamak Layeghy

E-GraphSAGE: A Graph Neural Network based Intrusion Detection System for IoT

Wai Weng Lo, Siamak Layeghy, Mohanad Sarhan et al. · NOMS 2022-2022 IEEE/IFIP Network Operations and Management Symposium · 2022 · 311 citations · Full text

Engineering, Machine Learning, Graph Format +17

Anomal-E: A self-supervised network intrusion detection system based on graph neural networks

Evan Caville, Wai Weng Lo, Siamak Layeghy et al. · Knowledge-Based Systems · 2022 · 176 citations

Graph Neural Networks, Anomaly Detection, Graph Theory +9

Feature extraction for machine learning-based intrusion detection in IoT networks

Mohanad Sarhan, Siamak Layeghy, Nour Moustafa et al. · Digital Communications and Networks · 2022 · 160 citations · Full text

Cyber Threat Intelligence Sharing Scheme Based on Federated Learning for Network Intrusion Detection

Mohanad Sarhan, Siamak Layeghy, Nour Moustafa et al. · Journal of Network and Systems Management · 2022 · 134 citations · Full text

FlowTransformer: A transformer framework for flow-based network intrusion detection systems

Liam Daly Manocchio, Siamak Layeghy, Wai Weng Lo et al. · Expert Systems with Applications · 2023 · 118 citations · Full text

Engineering, Machine Learning, Information Security +19