Bias Begins with Data: The FairGround Corpus for Robust and Reproducible Research on Algorithmic Fairness

Jan Simson, Alessandro Fabris, Cosima Fröhner +2

As machine learning (ML) systems are increasingly adopted in high-stakes decision-making domains, ensuring fairness in their outputs has become a central challenge. At the core of…