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06/20/2022
Algorithmic Fairness and Vertical Equity: Income Fairness with IRS Tax Audit Models
This study examines issues of algorithmic fairness in the context of sys...
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12/06/2021
Estimation and reduced bias estimation of the residual dependence index with unnamed marginals
Unlike univariate extreme value theory, multivariate extreme value distr...
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11/16/2021
Selective Ensembles for Consistent Predictions
Recent work has shown that models trained to the same objective, and whi...
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10/06/2021
Consistent Counterfactuals for Deep Models
Counterfactual examples are one of the most commonly-cited methods for e...
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07/21/2021
Leave-one-out Unfairness
We introduce leave-one-out unfairness, which characterizes how likely a ...
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06/21/2019
FlipTest: Fairness Auditing via Optimal Transport
We present FlipTest, a black-box auditing technique for uncovering subgr...
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12/21/2018