ResearchBenchmarksFederated Learning on Single-Job Non-IID DataFollow98.4AccuracyFedAvg48.06461.13274.287.268Mar 11, 2026Evaluation ResultsMethodMethodLinksAccuracyTime (min)FedAvgJob=LeNet, Group=Group AJob=LeNet, Group=Group A2026.0398.449.5FedAvgJob=AlexNet, Group=Gro...Job=AlexNet, Group=Group B2026.0397.6116.5FedAvgJob=CNN, Group=Group AJob=CNN, Group=Group A2026.038052.4FedAvgJob=CNN, Group=Group BJob=CNN, Group=Group B2026.037336.8FedAvgJob=VGG, Group=Group AJob=VGG, Group=Group A2026.03552,488.3FedAvgJob=ResNet, Group=Group BJob=ResNet, Group=Group B2026.0350896.7