Deep Anti-Regularized Ensembles provide reliable out-of-distribution uncertainty quantification

Antoine de Mathelin, Francois Deheeger, Mathilde Mougeot +1

We consider the problem of uncertainty quantification in high dimensional regression and classification for which deep ensemble have proven to be promising methods. Recent observat…