Federated Learning on Tiny-ImageNet (test)
31.47Accuracy (500R)FedACG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedACGNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 31.47 | 38.48 | 246 | 447 | — | |
| FedMLBNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 28.39 | 33.67 | 382 | 579 | — | |
| FedAvgMNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 26.75 | 33.26 | 386 | 687 | — | |
| MOONNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 26.69 | 31.81 | 382 | 741 | — | |
| FedDCNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.9, Additional Communication Cost=100%2022.01 | 25.72 | 28.92 | 420 | 1,000 | — | |
| FedProxNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 25.45 | 31.71 | 445 | 799 | — | |
| FedNTDNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 24.67 | 32.16 | 475 | 800 | — | |
| FedDynNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 24.35 | 29.54 | 483 | 1,000 | — | |
| FedDecorrNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 24.34 | 30.28 | 499 | 959 | — | |
| FedAvgNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 23.63 | 29.48 | 523 | 1,000 | — | |
| FedLCNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 22.14 | 26.83 | 676 | 1,000 | — | |
| FedADAMNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.92022.01 | 21.88 | 28.08 | 648 | 1,000 | — | |
| FedCMNumber of Clients=500, Participation Rate=2%, Dirichlet Parameter=0.3, EMA Parameter=0.9, Additional Communication Cost=50%2022.01 | 19.41 | 24.09 | 975 | 1,000 | — | |
| FedATOL2024.10 | — | — | — | — | 23.32 | |
| FedAvg2024.10 | — | — | — | — | 29.51 | |
| FedAvg+FOOGDbase_method=FedAvg2024.10 | — | — | — | — | 47.87 | |
| FedICON2024.10 | — | — | — | — | 60.98 | |
| FedIIR2024.10 | — | — | — | — | 38.01 | |
| FedLN2024.10 | — | — | — | — | 38.23 | |
| FedRoD2024.10 | — | — | — | — | 57.78 | |
| FedRoD+FOOGDbase_method=FedRoD2024.10 | — | — | — | — | 63.27 | |
| FedT3A2024.10 | — | — | — | — | 29.46 | |
| FedTHE2024.10 | — | — | — | — | 58.23 | |
| FOSTER2024.10 | — | — | — | — | 56.91 |