Image Classification on CIFAR-10 (test) (Communication Cost Focus)
150Targeted Communication CostFedCorr
Evaluation Results
| Method | Links | |
|---|---|---|
| FedCorrnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 150 | |
| FedCorrnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 210 | |
| FedCorrnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 230 | |
| FedCorrnoise ratio (ρ)=0.6, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 230 | |
| ARFLnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 290 | |
| FedCorrnoise ratio (ρ)=0.6, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 330 | |
| JointOptnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 330 | |
| FedCorrnoise ratio (ρ)=0.8, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 360 | |
| FedAvgnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 370 | |
| JointOptnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 420 | |
| FedAvgnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 450 | |
| FedAvgnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 470 | |
| FedCorrnoise ratio (ρ)=0.8, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 510 | |
| FedAvgnoise ratio (ρ)=0.6, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 550 | |
| JointOptnoise ratio (ρ)=0.6, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 550 | |
| FedProxnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 690 | |
| ARFLnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 740 | |
| JointOptnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 760 | |
| FedAvgnoise ratio (ρ)=0.8, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 810 | |
| FedAvgnoise ratio (ρ)=0.6, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 930 | |
| ROFLnoise ratio (ρ)=0.0, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 990 | |
| FedProxnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 1,050 | |
| ARFLnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 1,180 | |
| FedProxnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 1,190 | |
| FedProxnoise ratio (ρ)=0.6, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 1,230 | |
| ROFLnoise ratio (ρ)=0.4, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 1,390 | |
| ROFLnoise ratio (ρ)=0.4, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 1,580 | |
| FedProxnoise ratio (ρ)=0.6, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 1,600 | |
| FedProxnoise ratio (ρ)=0.8, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 1,730 | |
| ROFLnoise ratio (ρ)=0.6, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 1,900 | |
| ROFLnoise ratio (ρ)=0.8, noise level (τ)=0.0, target accuracy (ζ)=80%, data partition=IID2022.04 | 2,080 | |
| ROFLnoise ratio (ρ)=0.6, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 4,200 | |
| FedProxnoise ratio (ρ)=0.8, noise level (τ)=0.5, target accuracy (ζ)=80%, data partition=IID2022.04 | 4,640 |