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Book Open access Nov 2026

Benchmark Accuracy Is Not Robustness: A Cross-Domain Study of ML-Based Intrusion Detection across IoT and Enterprise Traffic

Machine learning-based intrusion detection systems often achieve strong performance on standard benchmarks, yet fail when deployed in a different environment. This paper investigates how well ML-based detectors transfer between IoT and enterprise traffic, using IoT-23 and UNSW-NB15 as two heterogeneous domains. Our exp...

Alexia-Mădălina Cîrstea, A. Sai, Adriana Iamnitchi · 0 citations

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