“You Can't Fix What You Can't Measure”: Privately Measuring Demographic Performance Disparities in Federated Learning

Keyphrases

• Access to Information 50%
• Demographic Groups 50%
• Demographic Performance 100%
• Differentially Private 50%
• Federated Learning 100%
• Federated Model 50%
• Group Membership 100%
• Limited Availability 50%
• Model Evaluation 50%
• Performance Disparities 100%
• Privacy Budget 50%
• Protecting Privacy 50%

Psychology

• Group Membership 100%
• Learning Model 50%