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

Shahar Segal, Yossi Adi, Benny Pinkas +3

We present a framework that allows to certify the fairness degree of a model based on an interactive and privacy-preserving test. The framework verifies any trained model, regardle…