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On the Fairness of Disentangled Representations

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References

2012Fairness through awareness3,501 cited
2014Big Data's Disparate Impact3,046 cited
2016Equality of Opportunity in Supervised Learning2,535 cited
2018Mitigating Unwanted Biases with Adversarial Learning1,387 cited
2013Learning Fair Representations1,126 cited
2017Counterfactual Fairness995 cited
2008Discrimination-aware data mining676 cited
2016Fairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment559 cited
2017Optimized Pre-Processing for Discrimination Prevention459 cited
2018Learning Adversarially Fair and Transferable Representations387 cited
2017Avoiding Discrimination through Causal Reasoning358 cited
2012Why Unbiased Computational Processes Can Lead to Discriminative Decision Procedures128 cited
2018Learning Controllable Fair Representations94 cited
2015On the relation between accuracy and fairness in binary classification88 cited
2008Cogitas, Ergo Sum. The Role of Data Protection Law and Non-discrimination Law in Group Profiling in the Private Sector81 cited

Cited by

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