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ResearchFormerly WizWand

Image Classification on CIFAR-10 (test) (Communication Cost Focus)

150Targeted Communication CostFedCorr
-29.61,182.72,3953,607.3Apr 10, 2022
Updated 8mo ago

Evaluation results

MethodLinks
FedCorrnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04150
FedCorrnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04210
FedCorrnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04230
FedCorrnoise ratio (ρ)=0.6, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04230
ARFLnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04290
FedCorrnoise ratio (ρ)=0.6, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04330
JointOptnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04330
FedCorrnoise ratio (ρ)=0.8, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04360
FedAvgnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04370
JointOptnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04420
FedAvgnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04450
FedAvgnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04470
FedCorrnoise ratio (ρ)=0.8, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04510
FedAvgnoise ratio (ρ)=0.6, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04550
JointOptnoise ratio (ρ)=0.6, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04550
FedProxnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04690
ARFLnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04740
JointOptnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04760
FedAvgnoise ratio (ρ)=0.8, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04810
FedAvgnoise ratio (ρ)=0.6, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04930
ROFLnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04990
FedProxnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.041,050
ARFLnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.041,180
FedProxnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.041,190
FedProxnoise ratio (ρ)=0.6, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.041,230
ROFLnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.041,390
ROFLnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.041,580
FedProxnoise ratio (ρ)=0.6, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.041,600
FedProxnoise ratio (ρ)=0.8, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.041,730
ROFLnoise ratio (ρ)=0.6, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.041,900
ROFLnoise ratio (ρ)=0.8, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.042,080
ROFLnoise ratio (ρ)=0.6, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.044,200
FedProxnoise ratio (ρ)=0.8, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.044,640