1. Scaffold: Stochastic controlled averaging for on-device federated learning;Karimireddy,2019
2. On the convergence of fedavg on non-iid data;Li
3. Achieving linear speedup with partial worker participation in non-iid federated learning;Yang
4. Communication-Efficient Federated Learning via Optimal Client Sampling
5. Optimal client sampling for federated learning;Chen;Transactions on Machine Learning Research,2022