Image Classification on EMNIST Dir(0.1) (test)
96.55Test AccuracypFedGM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| pFedGM2026.03 | 96.55 | — | — | — | — | |
| pFedFDA2026.03 | 96.43 | — | — | — | — | |
| FedAvgFT2026.03 | 96.16 | — | — | — | — | |
| FedPAC2026.03 | 96.03 | — | — | — | — | |
| pFedGM2026.03 | 95.59 | 4.9 | — | — | — | |
| pFedFDA2026.03 | 95.55 | 4.8 | — | — | — | |
| FedAvgFT2026.03 | 95.02 | 5.3 | — | — | — | |
| Ditto2026.03 | 94.71 | 5.9 | — | — | — | |
| FedRepDataset Partition=Dir(0.1)2026.04 | 94.36 | — | — | — | — | |
| FedOBPDataset Partition=Dir(0.1)2026.04 | 94.36 | — | — | — | — | |
| FedPAC2026.03 | 94.26 | 6.1 | — | — | — | |
| FedPerDataset Partition=Dir(0.1)2026.04 | 94.2 | — | — | — | — | |
| pFedMe2026.03 | 93.75 | 6 | — | — | — | |
| FedDPADataset Partition=Dir(0.1)2026.04 | 93.73 | — | — | — | — | |
| LG-FedAvgDataset Partition=Dir(0.1)2026.04 | 93.69 | — | — | — | — | |
| LG-FedAvg2026.03 | 93.53 | 6.3 | — | — | — | |
| FedPer2026.03 | 93.39 | 6.5 | — | — | — | |
| pFedFDADataset Partition=Dir(0.1)2026.04 | 93.39 | — | — | — | — | |
| FedSelectDataset Partition=Dir(0.1)2026.04 | 92.91 | — | — | — | — | |
| Local-OnlyDataset Partition=Dir(0.1)2026.04 | 92.72 | — | — | — | — | |
| Local2026.03 | 91.5 | — | — | — | — | |
| FedBABU2026.03 | 91.43 | 8.4 | — | — | — | |
| FedRep2026.03 | 91.3 | 7.6 | — | — | — | |
| FLOCODataset Partition=Dir(0.1)2026.04 | 88.74 | — | — | — | — | |
| Local2026.03 | 86.56 | 12 | — | — | — | |
| FedAvg2026.03 | 83.18 | — | — | — | — | |
| FedAvg2026.03 | 82.51 | 13 | — | — | — | |
| FedAvgDataset Partition=Dir(0.1)2026.04 | 82.11 | — | — | — | — | |
| FedALADataset Partition=Dir(0.1)2026.04 | 82.06 | — | — | — | — | |
| APFLDataset Partition=Dir(0.1)2026.04 | 81.87 | — | — | — | — | |
| FLUTEDataset Partition=Dir(0.1)2026.04 | 80.32 | — | — | — | — | |
| FedAvgmodel=linear model, repetitions=42026.03 | 69.2 | — | 0.106 | -0.459 | 0.033 | |
| q-FFLmodel=linear model, repetitions=4, q=1.02026.03 | 69.2 | — | 0.104 | -0.464 | 0.032 | |
| q-FFLmodel=linear model, repetitions=4, q=3.02026.03 | 69.1 | — | 0.109 | -0.471 | 0.032 | |
| EAGLEmodel=linear model, repetitions=4, lambda=0.12026.03 | 69.1 | — | 0.096 | -0.45 | 0.03 | |
| q-FFLmodel=linear model, repetitions=4, q=5.02026.03 | 68.9 | — | 0.118 | -0.471 | 0.033 | |
| AFLmodel=linear model, repetitions=42026.03 | 68.7 | — | 0.152 | -0.477 | 0.037 | |
| EAGLEmodel=linear model, repetitions=4, lambda=1.02026.03 | 68.7 | — | 0.073 | -0.381 | 0.02 | |
| EAGLEmodel=linear model, repetitions=4, lambda=2.02026.03 | 68.1 | — | 0.094 | -0.355 | 0.019 | |
| EAGLEmodel=linear model, repetitions=4, lambda=3.02026.03 | 67.7 | — | 0.107 | -0.335 | 0.019 | |
| EAGLEmodel=linear model, repetitions=4, lambda=5.02026.03 | 65 | — | 0.203 | -0.245 | 0.02 |