2 papers
cs.LG2024
Cherry on the Cake: Fairness is NOT an Optimization Problem
Marco Favier, Toon Calders
In Fair AI literature, the practice of maliciously creating unfair models that nevertheless satisfy fairness constraints is known as "cherry-picking". A cherry-picking model is a m…
cs.LG2024
Reranking individuals: The effect of fair classification within-groups
Sofie Goethals, Marco Favier, Toon Calders
Artificial Intelligence (AI) finds widespread application across various domains, but it sparks concerns about fairness in its deployment. The prevailing discourse in classificatio…