The Blind Spot Paradox: When Adaptive Classifiers Defeat Drift Detectors

Raphaël Minato, Fabrice Popineau, Arpad Rimmel +1

Monitoring concept drift from an adaptive classifier's error stream creates an operational conflict with the model's own update loop. When internal adaptation outpaces evidence acc…