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Daehwan Kim

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#machine learning Preprint Sep 2026

Let Confidence Change, Not the Prediction: Prediction-Preserving Repair for Post-hoc Calibration

CORD is proposed, the first post-fit adapter to impose exact prediction preservation by repairing the full calibrated probability vector by removing the preservation constraint from calibrator fitting and assigns exact recovery of the original decision to subsequent output repair.

Daehwan Kim, Haejun Chung, I. Jang · 0 citations