Research Supervisor

Explainable BiLSTM-Attention based Intrusion Detection with Adaptive Imbalance Handling

IDS is a crucial element in defending against dynamic, emerging cyberattacks on modern network infrastructure. The current deep learning intrusion detection systems, however, suffer from three primary drawbacks: a lack of modeling temporal traffic dependencies, an inability to effectively handle class imbalance, and lo...