Few-shot Conformal Prediction with Auxiliary Tasks

              Adam Fisch 1 Tal Schuster 1 Tommi Jaakkola 1 Regina Barzilay 1

             Abstract                  for creating confidence-based set predictions (Vovk et al.,
   We develop a novel approach to conformal pre-          2005). Concretely, suppose we have been given n exam-
   diction when the target task has limited data avail-      ples, (Xj , Yj ) ∈ X × Y, j = 1, . . . , n, as training data,
   able for training. Conformal pred ...