The paper introduces a sequential generalized likelihood-ratio test framework for auditing Statistical Parity and Equal Opportunity fairness metrics under limited model query access.
Cen and Rohan Alur
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Sequential Fairness Auditing with Limited Output Access
The paper introduces a sequential generalized likelihood-ratio test framework for auditing Statistical Parity and Equal Opportunity fairness metrics under limited model query access.