[Re] Exacerbating Algorithmic Bias through Fairness Attacks
Nov 1, 2022ยท,,,ยท
1 min read
Angelos Nalmpantis*
Apostolos Panagiotopoulos*
John Gkountouras*
Konstantinos Papakostas*
Abstract
This study reproduces the paper ‘Exacerbating Algorithmic Bias through Fairness Attacks’. We confirmed most of the original claims and provided extended errata and explanations for the rest. Additionally, we proposed a dataset debiasing algorithm by extending the work and reversing the bias ‘direction’.
Type
Publication
ReScience Journal
This work was presented at NeurIPS 2022 Journal Showcase Track in New Orleans, US.
*Equal contribution