Uncertainty quantification and out-of-distribution detection using surjective normalizing flows

Simon Dirmeier, Ye Hong, Yanan Xin +1

Reliable quantification of epistemic and aleatoric uncertainty is of crucial importance in applications where models are trained in one environment but applied to multiple differen…