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cs.CR2026
Few-Shot Network Intrusion Detection Using Online Triplet Mining
Jack Wilkie, Hanan Hindy, Christos Tachtatzis +2
Network intrusion detection systems play a vital role in protecting networks by detecting malicious network traffic which can then be investigated by a cybersecurity operations cen…
cs.CR2026★ 5 cited
A Novel Contrastive Loss for Zero-Day Network Intrusion Detection
Jack Wilkie, Hanan Hindy, Craig Michie +3
Machine learning has achieved state-of-the-art results in network intrusion detection; however, its performance significantly degrades when confronted by a new attack class -- a ze…
cs.CR2025
Signal-Based Malware Classification Using 1D CNNs
Jack Wilkie, Hanan Hindy, Ivan Andonovic +2
Malware classification is a contemporary and ongoing challenge in cyber-security: modern obfuscation techniques are able to evade traditional static analysis, while dynamic analysi…