Mind the Gap: A Causal Perspective on Bias Amplification in Prediction & Decision-Making

Drago Plecko, Elias Bareinboim

Investigating fairness and equity of automated systems has become a critical field of inquiry. Most of the literature in fair machine learning focuses on defining and achieving fai…