List your company
ResearchFormerly WizWand

Federated Learning on MNIST Severe Non-IID

24Communication Cost (MB)FOFedAvg
-6,388.0436,893.2380,174.5123,455.77Feb 17, 2026
Updated 8mo ago

Evaluation results

MethodLinks
FOFedAvgNumber of Clients=102026.0224
MOONNumber of Clients=102026.0254
FedNovaNumber of Clients=102026.02126
SparseSecAggNumber of Clients=102026.02168
FedBMNumber of Clients=102026.02186
DPSGDNumber of Clients=102026.02188
FedAdamNumber of Clients=102026.02191
SCAFFOLDNumber of Clients=102026.02192
FDSENumber of Clients=102026.02243
FedAvgNumber of Clients=102026.02249
FedProxNumber of Clients=102026.02251
FOFedAvgNumber of Clients=1002026.02662
MOONNumber of Clients=1002026.021,381
FedAdamNumber of Clients=1002026.021,502
FedBMNumber of Clients=1002026.025,103
DPSGDNumber of Clients=1002026.025,263
FedProxNumber of Clients=1002026.025,381
FedNovaNumber of Clients=1002026.026,550
FDSENumber of Clients=1002026.027,302
FedAvgNumber of Clients=1002026.027,480
SparseSecAggNumber of Clients=1002026.027,532
SCAFFOLDNumber of Clients=1002026.027,988
FedBMNumber of Clients=10002026.0215,605
FOFedAvgNumber of Clients=10002026.0236,002
MOONNumber of Clients=10002026.0264,200
FedAdamNumber of Clients=10002026.0268,410
FedNovaNumber of Clients=10002026.02138,590
FDSENumber of Clients=10002026.02142,365
FedProxNumber of Clients=10002026.02146,450
FedAvgNumber of Clients=10002026.02147,100
SparseSecAggNumber of Clients=10002026.02152,362
SCAFFOLDNumber of Clients=10002026.02159,631
DPSGDNumber of Clients=10002026.02160,325