Image Classification on MNIST Dir(0.5) (test)
89.1Test AccuracyFairGrad
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FairGradNumber of clients=50, Client participation=Full participation2025.08 | 89.1 | 0.05 | |
| q-FFLNumber of clients=50, Client participation=Full participation2025.08 | 89.07 | 0.05 | |
| AAggFFNumber of clients=50, Client participation=Full participation2025.08 | 89.04 | 0.05 | |
| FairGrad*Number of clients=50, Client participation=Full participation2025.08 | 89 | 0.05 | |
| FedAvgNumber of clients=50, Client participation=Full participation2025.08 | 88.99 | 0.05 | |
| FairLoss*Number of clients=50, Client participation=Full participation2025.08 | 88.99 | 0.05 | |
| AFLNumber of clients=50, Client participation=Full participation2025.08 | 88.86 | 0.08 | |
| FairLossNumber of clients=50, Client participation=Full participation2025.08 | 88 | 0.05 |