Are all models wrong? Fundamental limits in distribution-free empirical model falsification

Manuel M. Müller, Yuetian Luo, Rina Foygel Barber

In statistics and machine learning, when we train a fitted model on available data, we typically want to ensure that we are searching within a model class that contains at least on…