Estimating the Conformal Prediction Threshold from Noisy Labels
Estimating the Conformal Prediction Threshold from Noisy Labels
Conformal Prediction (CP) is a method to control prediction uncertainty by producing a small prediction set, ensuring a predetermined probability that the true class lies within this set. This is commonly done by defining a score, based on the model predictions, and setting a threshold on this score using a …