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ResearchFormerly WizWand

Image Classification on CIFAR-10 (test) (Communication & Speedup)

131Communication RoundsA-FedPD
116.2216.1316415.9Sep 27, 2024
Updated 8mo ago

Evaluation results

MethodLinks
A-FedPDTarget accuracy=81%, Backbone=LeNet2024.091313.82
FedDynTarget accuracy=81%, Backbone=LeNet2024.091563.21
A-FedPDSAMTarget accuracy=81%, Backbone=LeNet2024.091563.21
FedSpeedTarget accuracy=81%, Backbone=LeNet2024.091702.94
SCAFFOLDTarget accuracy=81%, Backbone=LeNet2024.092072.42
A-FedPDSAMTarget accuracy=83.5%, Backbone=LeNet2024.092182.14
A-FedPDTarget accuracy=83.5%, Backbone=LeNet2024.092521.85
FedSpeedTarget accuracy=83.5%, Backbone=LeNet2024.092681.74
FedSAMTarget accuracy=81%, Backbone=LeNet2024.093451.45
FedDynTarget accuracy=83.5%, Backbone=LeNet2024.093551.31
SCAFFOLDTarget accuracy=83.5%, Backbone=LeNet2024.094681
FedAvgTarget accuracy=81%, Backbone=LeNet2024.095011