One Octadion

Predicted Class Correction: Conformal Thresholds for Classes with No Calibration Data

Class-conditional conformal prediction calibrates a separate score threshold for every class and therefore requires labelled calibration examples of every class. In long-tailed deployments these are exactly what is missing: rare classes are left with few or no held-out examples, and existing methods are either undefine...