Laura Iacovissi

Comparing Corrupted Constrained Learning Problems

A generalized data processing inequality is formulated, requiring the constrained Bayes risk of a joint distribution to lower bound the constrained Bayes risk on the stochastically modified distribution, regardless of the choice of distribution, to be equivalent to a set containment condition on a specific function set induced by the loss and model class.