A Remedy For Distributional Shifts Through Expected Domain Translation
Machine learning models often fail to generalize to unseen domains due to the distributional shifts. A family of such shifts, “correlation shifts,” is caused by spurious correlations in the data. It is studied under the overarching topic of “domain generalization.” In thi…