Weak Proxies are Sufficient and Preferable for Fairness with Missing Sensitive Attributes

Zhaowei Zhu, Yuanshun Yao, Jiankai Sun +2

Evaluating fairness can be challenging in practice because the sensitive attributes of data are often inaccessible due to privacy constraints. The go-to approach that the industry…