Does Your Neural Network Extrapolate? Feature Engineering as Identifiability Bias for OOD Generalization

Leonel Aguilar, Jan Nagler, Christoph Hoelscher +1

Deep neural networks can learn salient features from an in-distribution (ID) training window without identifying the data-generating structure needed for out-of-distribution (OOD)…