Shu Zheng

Federated Learning via Consensus Mechanism on Heterogeneous Data: A New Perspective on Convergence

Federated learning (FL) on heterogeneous data (non-IID data) has recently received great attention. Most existing methods focus on studying the convergence guarantees for the global objective. While these methods can guarantee the decrease of the global objective in each communication round, they fa…