Questioning the Coverage-Length Metric in Conformal Prediction: When Shorter Intervals Are Not Better

Yizhou Min, Yizhou Lu, Lanqi Li +2

Conformal prediction(CP) has become a cornerstone of distribution-free uncertainty quantification, conventionally evaluated by its coverage and interval length. This work criticall…