Thomas Bruys

CoCoNet: Convex Conformal Network for Multi-Dimensional Uncertainty Regions

Conformal prediction (CP) provides distribution-free coverage guarantees under exchangeability, but the efficiency of its prediction regions depends critically on the choice of the conformity score. This is particularly important in multivariate regression, where dependencies across output dimensions induce complex joi...