Measuring and signing fairness as performance under multiple stakeholder distributions

David Lopez-Paz, Diane Bouchacourt, Levent Sagun +1

As learning machines increase their influence on decisions concerning human lives, analyzing their fairness properties becomes a subject of central importance. Yet, our best tools…