2 papers
cs.LG2026
Productionized Fairness Measurement Under Privacy Constraints
Osonde A. Osoba, Yuzi He, Saikrishna Badrinarayanan +3
Fairness measurements in the form of disaggregated evaluations often rely on demographic signals that are legally constrained or culturally sensitive. Race and ethnicity signals ar…
cs.LG2024
Privacy-Preserving Race/Ethnicity Estimation for Algorithmic Bias Measurement in the U.S
Saikrishna Badrinarayanan, Osonde Osoba, Miao Cheng +4
AI fairness measurements, including tests for equal treatment, often take the form of disaggregated evaluations of AI systems. Such measurements are an important part of Responsibl…