More Data Can Lead Us Astray: Active Data Acquisition in the Presence of Label Bias

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

An increased awareness concerning risks of algorithmic bias has driven a surge of efforts around bias mitigation strategies. A vast majority of the proposed approaches fall under o…