56 citations · 104 across the 6 of their papers we have counts for
3 papers · 1 filter
Survey on Fairness Notions and Related Tensions
Guilherme Alves, Fabien Bernier, Miguel Couceiro +3
Automated decision systems are increasingly used to take consequential decisions in problems such as job hiring and loan granting with the hope of replacing subjective human decisi…
Causal Discovery for Fairness
Rūta Binkytė-Sadauskienė, Karima Makhlouf, Carlos Pinzón +2
It is crucial to consider the social and ethical consequences of AI and ML based decisions for the safe and acceptable use of these emerging technologies. Fairness, in particular,…
Identifiability of Causal-based Fairness Notions: A State of the Art
Karima Makhlouf, Sami Zhioua, Catuscia Palamidessi
Machine learning algorithms can produce biased outcome/prediction, typically, against minorities and under-represented sub-populations. Therefore, fairness is emerging as an import…