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Unfair Utilities and First Steps Towards Improving Them

Jørgensen, Frederik Hytting et al.
arXiv (OAI Expanded) · Papers
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computers-and-societymachine-learning
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, we in- stead suggest that fairness can be directly analyzed as a property of the utility function. Instead of imposing fa
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