Monotonic Risk Relationships under Distribution Shifts for Regularized Risk Minimization

Daniel LeJeune, Jiayu Liu, Reinhard Heckel

Machine learning systems are often applied to data that is drawn from a different distribution than the training distribution. Recent work has shown that for a variety of classific…