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.
Towards adversarial realism and robust learning for iot intrusion detection and classification.Annals of Telecommunications, 78(7):401–412, 2023
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CR 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.