Eyup Yilmaz

D2U: Distance-to-Uniform Learning for Out-of-Scope Detection

Supervised training with cross-entropy loss implicitly forces models to produce probability distributions that follow a discrete delta distribution. Model predictions in test time are expected to be similar to delta distributions if the classifier determines the class of an input correctly. However,…