Selecting Data Augmentation for Simulating Interventions

Maximilian Ilse, Jakub M. Tomczak, Patrick Forré

Abstract: Machine learning models trained with purely observational data and the principle of empirical risk minimization (Vapnik 1992) can fail to generalize to unseen domains. In this paper, we focus on th...