Chenxiao Yang

Hierarchical Domain Generalization

Chenxiao Yang, Zhiyuan Li, Shai Ben-David, Nathan Srebro

We study hierarchical domain generalization as a problem of extrapolation from finite observed regions to an entire instance space, replacing i.i.d. sampling with arbitrary domain hierarchies. We show that the central obstruction is not only the complexity of the hypothesis class…Read more