Beyond Marginal Validity: Finite-Sample Guarantees for Localized Conformal Prediction

Anton Conrad, Rustam Isaev, Denis Belomestny +2

Conformal prediction endows arbitrary black-box predictors with finite-sample, distribution-free marginal coverage, yet marginal validity can hide severe covariate-specific miscali…