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 ...


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