Let Confidence Change, Not the Prediction: Prediction-Preserving Repair for Post-hoc Calibration
1 Sep 2026
Post-hoc calibration corrects reported confidence, yet a multiclass calibrator can also change the associated top-1 prediction. Accuracy captures only the net effect of these changes on correctness, not how often predictions change; the Top-1 Prediction Change Rate (TPCR)…