Causality-Aided Trade-off Analysis for Machine Learning Fairness

Zhenlan Ji, Pingchuan Ma, Shuai Wang +1

There has been an increasing interest in enhancing the fairness of machine learning (ML). Despite the growing number of fairness-improving methods, we lack a systematic understandi…