Matthew Jackson

Libra: A Prototype for Provenance-Aware Fairness Audit Parameters — Implementation Review and Descriptive Sensitivity Analysis

Fairness audits require choices about groups, reference populations, outcome definitions, and decision thresholds. This unreviewed technical preprint presents Libra, a prototype that stores some of those choices with process metadata and applies a selected threshold and reference...

Libra: A Prototype for Provenance-Aware Fairness Audit Parameters, Implementation Review, and Descriptive Sensitivity Analysis

Fairness audits require choices about groups, reference populations, outcome definitions, and decision thresholds. This unreviewed technical preprint presents Libra, a prototype that stores some of those choices with process metadata and applies a selected threshold and reference...