Jivat Neet Kaur

Modeling the Data-Generating Process is Necessary for Out-of-Distribution Generalization

Recent empirical studies on domain generalization (DG) have shown that DG algorithms that perform well on some distribution shifts fail on others, and no state-of-the-art DG algorithm performs consistently well on all shifts. Moreover, real-world data often has multiple distribution shifts over diff…