Given the efficiency significantly more than, a natural question pops up: exactly why is it tough to locate spurious OOD inputs?

Given the efficiency significantly more than, a natural question pops up: exactly why is it tough to locate spurious OOD inputs?

To better understand why topic, we currently give theoretical insights. With what follows, i first design new ID and OOD research distributions and derive mathematically the new design yields from invariant classifier, where the model seeks not to have confidence in environmentally friendly have getting prediction.

Setup.

We consider a binary classification task where y ? < ?>, www.datingranking.net/pl/farmers-dating-site-recenzja/ and is drawn according to a fixed probability ? : = P ( y = 1 ) . […]