Operationalizing Individual Fairness with Pairwise Fair Representations

2 Jul 2019Preethi LahotiKrishna P. GummadiGerhard Weikum

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... (read more)

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