ResearchBenchmarksFederated Image Classification on CIFAR-10 Dir-0.1 (test)Federated Image Classification on CIFAR-10 Dir-0.1 (test)Follow40Training RoundsFedEMA-Distill39.244.65055.4Feb 15, 2026Evaluation resultsMethodMethodLinksTraining RoundsTotal Upload Size (MB) per ClientFedEMA-DistillTarget Accuracy=70%Target Accuracy=70%2026.02403.6FedDFTarget Accuracy=70%Target Accuracy=70%2026.02423.78FedAvgMTarget Accuracy=70%Target Accuracy=70%2026.0248182.4SCAFFOLDTarget Accuracy=70%Target Accuracy=70%2026.0251193.8FedProxTarget Accuracy=70%Target Accuracy=70%2026.0255209FedAvgTarget Accuracy=70%Target Accuracy=70%2026.0260228