Image Classification on CIFAR-10 Dir(0.5) (test)
79.25AccuracyFedFM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedFMNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 79.25 | — | |
| FedProxNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 78.4 | — | |
| FedAvgNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 78.37 | — | |
| AdapFedAvgNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 78.36 | — | |
| FedCCFANumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 78.24 | — | |
| FlashNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 77.59 | — | |
| DittoNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 77.31 | — | |
| FlashNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 75.69 | — | |
| SCAFFOLDNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 75.23 | — | |
| FedProxNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 74.1 | — | |
| FedFMNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 73.74 | — | |
| FedCCFANumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 73.7 | — | |
| FedAvgNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 73.56 | — | |
| IFCANumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 73.43 | — | |
| AdapFedAvgNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 73.24 | — | |
| FedDriftNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 73.21 | — | |
| FairGradNumber of clients=502025.08 | 72.61 | 0.62 | |
| DittoNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 72.27 | — | |
| q-FFLNumber of clients=502025.08 | 70.35 | 0.65 | |
| FairLoss*Number of clients=502025.08 | 69.84 | 0.77 | |
| IFCANumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 69.82 | — | |
| FairLossNumber of clients=502025.08 | 69.7 | 0.74 | |
| FairGrad*Number of clients=502025.08 | 69.46 | 0.75 | |
| FedAvgNumber of clients=502025.08 | 69.44 | 0.75 | |
| FedDriftNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 68.91 | — | |
| AAggFFNumber of clients=502025.08 | 68.45 | 0.8 | |
| FedPACNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 67.45 | — | |
| FedPACNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 65.89 | — | |
| FedRepNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 64.09 | — | |
| AFLNumber of clients=502025.08 | 63.75 | 0.79 | |
| pFedMeNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 62.35 | — | |
| FedBABUNumber of clients=20, Sample ratio=100%, Drift type=reoccurring2024.10 | 60.11 | — | |
| SCAFFOLDNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 57.26 | — | |
| FedBABUNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 55.49 | — | |
| FedRepNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 52.71 | — | |
| pFedMeNumber of clients=100, Sample ratio=20%, Drift type=reoccurring2024.10 | 51.11 | — |