Operationalizing Individual Fairness with Pairwise Fair Representations
PVLDB, pp. 506-518, 2019.
We revisit the notion of individual fairness proposed by Dwork et al. A central challenge in operationalizing their approach is the difficulty in eliciting a human specification of a similarity metric. In this paper, we propose an operationalization of individual fairness that does not rely on a human specification of a distance metric....More
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