303 citations · 438 across the 5 of their papers we have counts for
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cs.LG2020★ 303 cited
Fairness in Machine Learning
Luca Oneto, Silvia Chiappa
Machine learning based systems are reaching society at large and in many aspects of everyday life. This phenomenon has been accompanied by concerns about the ethical issues that ma…
stat.ML2020★ 17 cited
Fair Regression with Wasserstein Barycenters
Evgenii Chzhen, Christophe Denis, Mohamed Hebiri +2
We study the problem of learning a real-valued function that satisfies the Demographic Parity constraint. It demands the distribution of the predicted output to be independent of t…