Lightweight IIoT intrusion detection models exhibit poor cross-network generalization due to reliance on coarse port-category feature shortcuts, with evaluation outcomes sensitive to class imbalance.
Machine learning in network intrusion detection: A cross-dataset generalization study.IEEE Access, 12:144489–144508, 2024
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Cross-Domain Generalization Failure in Lightweight Intrusion Detection Models for IIoT Networks
Lightweight IIoT intrusion detection models exhibit poor cross-network generalization due to reliance on coarse port-category feature shortcuts, with evaluation outcomes sensitive to class imbalance.