Fairness Auditing: Lower Bounds on Company Manipulation

Rachit Verma, Padala Manisha, Sujit Gujar

Fairness audits are increasingly mandated in high-stakes applications such as hiring, lending, and automated decision-making. Recent work has established fundamental impossibility…