Super-Level-Set Regression: Conditional Quantiles via Volume Minimization

arXiv:2605.06210v1 Announce Type: cross Abstract: Constructing minimum-volume prediction regions that satisfy conditional coverage is a fundamental challenge in multivariate regression. Standard approaches rely on explicitly estimating the full conditional density and subsequently thresholding it....