56 citations · 104 across the 6 of their papers we have counts for
Showing 2023 · cs.LGShow all
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cs.LG2023
On the Impact of Multi-dimensional Local Differential Privacy on Fairness
Karima Makhlouf, Heber H. Arcolezi, Sami Zhioua +2
Automated decision systems are increasingly used to make consequential decisions in people's lives. Due to the sensitivity of the manipulated data as well as the resulting decision…
cs.LG2023★ 3 cited
Shedding light on underrepresentation and Sampling Bias in machine learning
Sami Zhioua, Rūta Binkytė
Accurately measuring discrimination is crucial to faithfully assessing fairness of trained machine learning (ML) models. Any bias in measuring discrimination leads to either amplif…