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1 paper

cs.CY2026

What Makes a Fairness Gap Actionable? Statistical Actionability for Responsible AI Deployment

Hairu Fan, Shiyuan Wang

Algorithmic fairness audits can detect disparities, but they do not determine when those disparities warrant intervention. Deployment decisions also depend on the reliability of th…