Audit-of-Audits for the Web: Bayesian Meta-Evaluation that Yields Interval-Valued, Threshold-Aligned Fairness Claims (CCF A)

This paper presents a Bayesian meta-evaluation framework for auditing fairness claims on the web, yielding interval-valued, threshold-aligned fairness assessments for more robust and interpretable fairness guarantees.

Keywords: Web fairness, algorithmic auditing, Bayesian meta-evaluation, fairness claims, threshold alignment

Track: Web4Good Special Track

Recommended citation: Fan, G., Liu, D., Sabri, A.Q.M., & Pan, L. (2026). Audit-of-Audits for the Web: Bayesian Meta-Evaluation that Yields Interval-Valued, Threshold-Aligned Fairness Claims. In Proceedings of The Web Conference 2026 (WWW 2026).