Eric Karl Oermann

Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations

In many prediction problems, spurious correlations are induced by a changing relationship between the label and a nuisance variable that is also correlated with the covariates. For example, in classifying animals in natural images, the background, which is a nuisance, can predict the type of animal.…