A Joint Finite-Sample Certificate for Adaptive Selective Conformal Risk Control

Xiaoli Yu, Jiamiao Liu

Selective predictors answer on confident inputs and abstain elsewhere; deploying one safely needs a single finite-sample certificate that simultaneously upper-bounds the selected r…