Conformalized Quantile Regression and Minimax Limits of Fixed-Score Calibration under Known Covariate Shift

Rustam Isaev, Anton Conrad, Denis Belomestny +2

In this paper, we study nonasymptotic $L^p$ error bounds for interval length and conditional coverage in split conformalized quantile regression (CQR). Our bounds rely on local reg…