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ResearchFormerly WizWand

Communication Rounds Evaluation on TinyImageNet (test)

342Communication RoundsFedCM
268.24766.121,2641,761.88Nov 10, 2023
Updated 8mo ago

Evaluation results

MethodLinks
FedCMTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11342
FedCMTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11366
FedCMTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11401
MoFedSAMTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11415
MoFedSAMTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11436
MoFedSAMTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11447
MoFedSAMTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11460
FedMRURTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11470
FedMRURTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11473
FedCMTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11474
FedMRURTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11517
FedMRURTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11570
MoFedSAMTarget Accuracy=35%, Data Distribution=Path(n=80)2023.11583
MoFedSAMTarget Accuracy=35%, Data Distribution=Dir(mu=0.6)2023.11598
FedCMTarget Accuracy=35%, Data Distribution=Dir(mu=0.6)2023.11599
MoFedSAMTarget Accuracy=35%, Data Distribution=Dir(mu=0.3)2023.11624
FedMRURTarget Accuracy=35%, Data Distribution=Path(n=80)2023.11653
FedMRURTarget Accuracy=35%, Data Distribution=Dir(mu=0.6)2023.11671
FedCMTarget Accuracy=35%, Data Distribution=Path(n=80)2023.11674
MoFedSAMTarget Accuracy=35%, Data Distribution=Path(n=40)2023.11685
FedMRURTarget Accuracy=35%, Data Distribution=Dir(mu=0.3)2023.11707
FedCMTarget Accuracy=35%, Data Distribution=Dir(mu=0.3)2023.11735
SCAFFOLDTarget Accuracy=30%, Data Distribution=Path(n=80)2023.11766
SCAFFOLDTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11785
FedMRURTarget Accuracy=35%, Data Distribution=Path(n=40)2023.11788
SCAFFOLDTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.11850
FedCMTarget Accuracy=35%, Data Distribution=Path(n=40)2023.11879
FedMRURTarget Accuracy=40%, Data Distribution=Dir(mu=0.6)2023.11948
MoFedSAMTarget Accuracy=40%, Data Distribution=Dir(mu=0.6)2023.11950
FedMRURTarget Accuracy=40%, Data Distribution=Path(n=80)2023.11953
MoFedSAMTarget Accuracy=40%, Data Distribution=Path(n=80)2023.11959
SCAFFOLDTarget Accuracy=30%, Data Distribution=Path(n=40)2023.11967
FedAvgTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.11972
FedAvgTarget Accuracy=30%, Data Distribution=Path(n=80)2023.111,002
FedProxTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.111,030
FedProxTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.111,043
FedMRURTarget Accuracy=40%, Data Distribution=Dir(mu=0.3)2023.111,050
FedMRURTarget Accuracy=40%, Data Distribution=Path(n=40)2023.111,069
FedAvgTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.111,078
MoFedSAMTarget Accuracy=40%, Data Distribution=Dir(mu=0.3)2023.111,106
MoFedSAMTarget Accuracy=40%, Data Distribution=Path(n=40)2023.111,162
FedProxTarget Accuracy=30%, Data Distribution=Path(n=80)2023.111,163
FedAvgTarget Accuracy=30%, Data Distribution=Path(n=40)2023.111,176
SCAFFOLDTarget Accuracy=35%, Data Distribution=Path(n=80)2023.111,206
FedExpTarget Accuracy=30%, Data Distribution=Dir(mu=0.6)2023.111,255
SCAFFOLDTarget Accuracy=35%, Data Distribution=Dir(mu=0.6)2023.111,289
FedExpTarget Accuracy=30%, Data Distribution=Path(n=80)2023.111,327
FedExpTarget Accuracy=30%, Data Distribution=Dir(mu=0.3)2023.111,362
FedExpTarget Accuracy=30%, Data Distribution=Path(n=40)2023.111,439
SCAFFOLDTarget Accuracy=35%, Data Distribution=Dir(mu=0.3)2023.111,444
FedCMTarget Accuracy=40%, Data Distribution=Dir(mu=0.6)2023.111,451
FedCMTarget Accuracy=40%, Data Distribution=Path(n=80)2023.111,587
FedProxTarget Accuracy=30%, Data Distribution=Path(n=40)2023.111,615
SCAFFOLDTarget Accuracy=35%, Data Distribution=Path(n=40)2023.112,064
FedCMTarget Accuracy=40%, Data Distribution=Dir(mu=0.3)2023.112,173
FedCMTarget Accuracy=40%, Data Distribution=Path(n=40)2023.112,186