Tag: cpul

Conformal Prediction with Upper and Lower Bound Models arXiv:2503.04071v1 Announce Type: new Abstract: This paper studies a Conformal Prediction (CP) methodology for building prediction intervals in a regression setting, given only deterministic lower and upper bounds on the target variable. It proposes a new CP mechanism (CPUL) that goes beyond post-processing by adopting a model…