FIR-GNN: A Graph Neural Network using Flow Interaction Relationships for Intrusion Detection of Consumer Electronics in Smart Home Network Abstract: In the smart home scenario, the Consumer Internet ...

Against this backdrop, embedding Network Intrusion Detection System (NIDS) in the smart home gateway is proposed. Despite Machine Learning (ML) and Deep Learning (DL) enhancing network intrusion ...

The proposed model was evaluated using the Kitsune (Mirsky et al., 2018) and 5G Network Intrusion Detection and Defence (5G-NIDD) (Samarakoon et al., 2022) datasets. These datasets serve as relevant ...

Researchers developed a CNN-based deep learning model to enhance intrusion detection in virtual networks, addressing the unique challenges of encapsulation and dynamic environments.