17 citations · 19 across the 2 of their papers we have counts for
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cs.LG2022★ 2 cited
Fair mapping
Sébastien Gambs, Rosin Claude Ngueveu
To mitigate the effects of undesired biases in models, several approaches propose to pre-process the input dataset to reduce the risks of discrimination by preventing the inference…
cs.LG2019★ 17 cited
Adversarial training approach for local data debiasing
Ulrich Aïvodji, François Bidet, Sébastien Gambs +2
The widespread use of automated decision processes in many areas of our society raises serious ethical issues concerning the fairness of the process and the possible resulting disc…