CALIBURN integrates Bayesian change-point detection, isotonic calibration, cost-sensitive thresholding, conformal risk control, and burn-rate alerting into a single streaming substrate, showing that calibration and CRC performance is strongly regime-dependent on attack prevalence.
arXiv preprint arXiv:2009.02572
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CALIBURN: Operationally Calibrated Streaming Intrusion Detection with Regime-Dependent Conformal Risk Control
CALIBURN integrates Bayesian change-point detection, isotonic calibration, cost-sensitive thresholding, conformal risk control, and burn-rate alerting into a single streaming substrate, showing that calibration and CRC performance is strongly regime-dependent on attack prevalence.