Selecting Data Augmentation for Simulating Interventions

Maximilian Ilse, Jakub M. Tomczak, Patrick Forré

Machine learning models trained with purely observational data and the principle of empirical risk minimization \citep{vapnik_principles_1992} can fail to generalize to unseen doma…