Federated Learning on EMNIST Cross-device
75.87Aθ ScoreSgnG
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SgnGNumber of FL clients=50000, Global iterations=400, Model architecture=3 layer DNN model2026.04 | 75.87 | 9.98 | 64.52 | 26.99 | 49.66 | — | 1.43 | 8.82 | 8.4 | |
| CCNumber of FL clients=50000, Global iterations=400, Model architecture=3 layer DNN model2026.04 | 75.79 | 8.73 | 65.63 | 28.46 | 52.41 | — | 2.54 | 8.06 | 8.1 | |
| M-KrumNumber of FL clients=50000, Global iterations=400, Model architecture=3 layer DNN model2026.04 | 75.72 | 10.2 | 15.56 | 18.79 | 22.39 | 22.64 | 6.83 | 16.56 | 20.42 | |
| FoolsGoldNumber of FL clients=50000, Global iterations=400, Model architecture=3 layer DNN model2026.04 | 74.51 | 8.15 | 10.1 | 8.54 | 8.95 | — | 9.33 | 9.82 | 8.58 | |
| Tr-MeanNumber of FL clients=50000, Global iterations=400, Model architecture=3 layer DNN model2026.04 | 73.29 | 20.17 | 21.11 | 17.33 | 23.48 | 22.07 | 5.89 | 16.21 | 22.22 | |
| FLAMENumber of FL clients=50000, Global iterations=400, Model architecture=3 layer DNN model2026.04 | 72.97 | 7.08 | 68 | 33.86 | 68 | — | 3.34 | 6.1 | 6.09 | |
| FreqFedNumber of FL clients=50000, Global iterations=400, Model architecture=3 layer DNN model2026.04 | 71.36 | 9.7 | 66.3 | 25.7 | 62.45 | — | 1.91 | 3.68 | 5.08 | |
| FedAvgNumber of FL clients=50000, Global iterations=400, Model architecture=3 layer DNN model2026.04 | 71.14 | 50.28 | 60.93 | 14.93 | 41.92 | 50 | 4.85 | 70.02 | 58.7 | |
| MedianNumber of FL clients=50000, Global iterations=400, Model architecture=3 layer DNN model2026.04 | 70.85 | 15.18 | 14.35 | 15.29 | 15.01 | 14.98 | 15.27 | 4 | 15.23 | |
| FLTrustNumber of FL clients=50000, Global iterations=400, Model architecture=3 layer DNN model2026.04 | 70.8 | 5.36 | 1.81 | 6.86 | 5.83 | — | 1.57 | 5.97 | 1.98 |