Transformation-Invariant Learning and Theoretical Guarantees for OOD Generalization

Omar Montasser, Han Shao, Emmanuel Abbe

Learning with identical train and test distributions has been extensively investigated both practically and theoretically. Much remains to be understood, however, in statistical le…