Conformal Correction for Efficiency May be at Odds with Entropy

Senrong Xu, Tianyu Wang, Zenan Li +4

Conformal prediction (CP) provides a comprehensive framework to produce statistically rigorous uncertainty sets for black-box machine learning models. To further improve the effici…