CD-split and HPD-split: efficient conformal regions in high dimensions

Rafael Izbicki, Gilson Shimizu, Rafael B. Stern

Conformal methods create prediction bands that control average coverage assuming solely i.i.d. data. Although the literature has mostly focused on prediction intervals, more genera…