Open access
Aug 2026
Benchmark-Shift-Aware Intrusion Detection for Evolving Network Traffic: Cross-Dataset Generalization, Calibrated Alerting, and Score-Orientation Diagnostics
The study provides a reproducible diagnostic framework for evaluating IDS robustness under evolving benchmark conditions through harmonized cross-dataset evaluation of HIKARI-2021, CICIDS2017, and a CICIoT2023 sample subset.
Hyejin Jin, Hongchul Lee
· Electronics · 0 citations