Maximum Likelihood Estimation is All You Need for Well-Specified Covariate Shift

Jiawei Ge, Shange Tang, Jianqing Fan +2

A key challenge of modern machine learning systems is to achieve Out-of-Distribution (OOD) generalization -- generalizing to target data whose distribution differs from that of sou…