The Benefit of Being Bayesian in Online Conformal Prediction

Zhiyu Zhang, Zhou Lu, Heng Yang

Based on the framework of Conformal Prediction (CP), we study the online construction of confidence sets given a black-box machine learning model. By converting the target confiden…