arxivcs.CRcs.AIcs.LG2026-07-06
Full-range Binary Classifier Calibration for Stable Model Updates in Production
Detection models running in adversarial environments face a malicious distribution that drifts rapidly while the benign distribution stays comparatively stable, so teams retrain and redeploy constantly to stay ahead of new threats. Retraining tends to change the output prediction…