Understanding Federated Learning Through the Lens of Mechanism Design: The Role of Data Heterogeneity

Lina Alkarmi, Po-Yen Chen, Mingyan Liu

Federated learning (FL) requires effective incentive mechanisms to motivate data sharing and prevent strategic free-riding. Recent FL mechanisms such as the Shapley value mechanism…