13 citations · 20 across the 8 of their papers we have counts for
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stat.ML2020★ 1 cited
An example of prediction which complies with Demographic Parity and equalizes group-wise risks in the context of regression
Evgenii Chzhen, Nicolas Schreuder
Let be a triplet following some joint distribution with feature vector , sensitive attribute , an…
math.ST2020★ 13 cited
Statistical guarantees for generative models without domination
Nicolas Schreuder, Victor-Emmanuel Brunel, Arnak Dalalyan
In this paper, we introduce a convenient framework for studying (adversarial) generative models from a statistical perspective. It consists in modeling the generative device as a s…
math.ST2020
A minimax framework for quantifying risk-fairness trade-off in regression
Evgenii Chzhen, Nicolas Schreuder
We propose a theoretical framework for the problem of learning a real-valued function which meets fairness requirements. This framework is built upon the notion of -relative (fa…