Unfair Utilities and First Steps Towards Improving Them

Frederik Hytting Jørgensen, Sebastian Weichwald, Jonas Peters

Many fairness criteria constrain the policy or choice of predictors, which can have unwanted consequences, in particular, when optimizing the policy under such constraints. Here, w…