Guang-Hui Wang

Moment-Calibrated Conformal Prediction with Side Information

For a fixed conformal score function, standard split conformal prediction calibrates a prediction set using the empirical distribution of the conformal scores, without using available side information about the data. We propose a moment-calibrated approach that uses such information to reduce variability across calibra...