Emergent Unfairness in Algorithmic Fairness-Accuracy Trade-Off Research

A. Feder Cooper, Ellen Abrams

Across machine learning (ML) sub-disciplines, researchers make explicit mathematical assumptions in order to facilitate proof-writing. We note that, specifically in the area of fai…