Knowing what you know: valid and validated confidence sets in multiclass and multilabel prediction

Maxime Cauchois, Suyash Gupta, John Duchi

We develop conformal prediction methods for constructing valid predictive confidence sets in multiclass and multilabel problems without assumptions on the data generating distribut…