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04/12/2020
Individual Fairness in Pipelines
It is well understood that a system built from individually fair compone...
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04/04/2020
Abstracting Fairness: Oracles, Metrics, and Interpretability
It is well understood that classification algorithms, for example, for d...
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12/09/2019
Implementing the Exponential Mechanism with Base-2 Differential Privacy
Despite excellent theoretical support, Differential Privacy (DP) can sti...
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06/20/2019
Multi-Category Fairness in Sponsored Search Auctions
Fairness in advertising is a topic of particular concern motivated by th...
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06/20/2019
Individual Fairness in Sponsored Search Auctions
Fairness in advertising is a topic of particular interest in both the co...
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06/01/2019
Metric Learning for Individual Fairness
There has been much discussion recently about how fairness should be mea...
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06/15/2018