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Research questionHow can we decide whether a drift-triggered challenger has enough comparable evidence to replace an incumbent intrusion detector?A drift alarm shows that network behavior has changed, but not that a newly retrained detector will outperform the deployed incumbent. Promotion is difficult when challengers are built from different evidence or evaluated under unequal conditions.
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Statistical Machine Learning
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Latest papersRecent research connected to this question, newest first.Candidate Comparability Before Promotion: Conditional Validation in Adaptive Network Intrusion DetectionThe evidence covers adaptive intrusion-detection pipelines evaluated on CICIDS2017, UNSW-NB15, and ToN-IoT. It compares nine update policies using nested candidate-size controls, self-contained challenger pipelines, frozen preprocessing sensitivity checks, and 13 replays on real, time-ordered traffic; conclusions are benchmark-dependent and do not establish universal policy dominance.research paper · Sep 3, 2026
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