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

arXiv:2610.25709v1 Announce Type: cross Abstract: 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 require