Beyond Model Scaling: Rethinking Sequence Construction for Transformer-based Network Intrusion Detection

Zeeshan Zulkifl Shah, Muhammad Ikram, Dali Kaafar +1

Transformer-based network intrusion detection systems (NIDS) have shown strong potential for detecting multi-stage cyberattacks, yet most methods construct input sequences using fi…