Audited Conformal Prediction for Classification under Unknown Distribution Shift

Yanfei Zhou, Rizal Fathony, Nam H. Nguyen +1

We consider the problem of uncertainty quantification for a pretrained classification model deployed under unknown distribution shift. We propose Audited Conformal Prediction (ACP)…