Contrastive Self-Supervised Network Intrusion Detection using Augmented Negative Pairs

Jack Wilkie, Hanan Hindy, Christos Tachtatzis +1

Network intrusion detection remains a critical challenge in cybersecurity. While supervised machine learning models achieve state-of-the-art performance, their reliance on large la…