19 citations · 54 across the 5 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
cs.LG2024
On the Impact of Output Perturbation on Fairness in Binary Linear Classification
Vitalii Emelianov, Michaël Perrot
We theoretically study how differential privacy interacts with both individual and group fairness in binary linear classification. More precisely, we focus on the output perturbati…
cs.LG2021★ 19 cited
On Fair Selection in the Presence of Implicit and Differential Variance
Vitalii Emelianov, Nicolas Gast, Krishna P. Gummadi +1
Discrimination in selection problems such as hiring or college admission is often explained by implicit bias from the decision maker against disadvantaged demographic groups. In th…