Mitigating Label Bias via Decoupled Confident Learning

Yunyi Li, Maria De-Arteaga, Maytal Saar-Tsechansky

Growing concerns regarding algorithmic fairness have led to a surge in methodologies to mitigate algorithmic bias. However, such methodologies largely assume that observed labels i…