Anton Conrad

Geometric Conformal Prediction with Spatial Ranks and Multivariate Quantiles

In multi-target regression and multi-class classification, uncertainty is inherently multivariate: prediction regions must capture joint dependencies across correlated outputs. Conformal prediction provides distribution-free guarantees, yet extending it to vector-valued outputs remains challenging—s…