Learning Representations by Humans, for Humans

        Sophie Hilgard 1 * Nir Rosenfeld 2 * Mahzarin Banaji 3 Jack Cao 3 David C. Parkes 1

             Abstract                 et al., 2017) and where users have external information or
   When machine predictors can achieve higher per-       want to exercise agency and use their own judgment. In
   formance than the human decision-makers they         these settings, humans are the final arbiters, and the goal of
   support, improving the perfo ...