Distribution-free uncertainty quantification for classification under label shift

Aleksandr Podkopaev, Aaditya Ramdas

Trustworthy deployment of ML models requires a proper measure of uncertainty, especially in safety-critical applications. We focus on uncertainty quantification (UQ) for classifica…