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Khadija Zanna, Rodrigo Ferreira, Frederick L. Oswald, Akane Sano

Public reference bibliography and cataloged PDF materials authored or published by Khadija Zanna, Rodrigo Ferreira, Frederick L. Oswald, Akane Sano.

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Causal Humility: Governing the Authority of Fairness Claims Under Causal Uncertainty

Year: 2026 • Source: arxiv.org • Listed PDF

AI systems increasingly shape consequential decisions in employment, lending, healthcare, and public services, making fairness an important problem for auditing and governance. Fairness assessment often requires more tha...