Decomposition-Based Modular Conformal Prediction for Two-Stage Modeling

William Zhang, Saurabh Amin, Georgia Perakis

Conformal prediction offers finite-sample coverage guarantees under minimal assumptions. However, existing methods treat the entire modeling process as a black box, overlooking opp…