Invertible Logits Transformation for Accuracy-Preserving Post-Hoc Uncertainty Calibration

Lening Zhao, Qipeng Zhan, Li Shen

Post-hoc calibration aligns a classifier's predicted confidences with its empirical accuracy without retraining. An ideal calibrator should correct nonlinear miscalibration, scale…