Fairness in the Eyes of the Data: Certifying Machine-Learning Models

no code implementations • 3 Sep 2020 • Shahar Segal, Yossi Adi, Benny Pinkas, Carsten Baum, Chaya Ganesh, Joseph Keshet

We present a framework that allows to certify the fairness degree of a model based on an interactive and privacy-preserving test.

BIG-bench Machine Learning Fairness +1