Text Classification on DBpedia-14 Dirichlet partition, α=0.1 (test)
96.9AccuracyFedVSSAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedVSSAMTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 96.9 | 71 | |
| FedACGTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 96.44 | 39 | |
| FedAdamTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 96.19 | 62 | |
| FedSMOOTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 96.16 | 89 | |
| FedGAMMATraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 95.76 | 106 | |
| FedDynTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 94.9 | 96 | |
| SCAFFOLDTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 94.76 | 133 | |
| MoFedSAMTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 94.43 | 165 | |
| FedSAMTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 93.93 | 137 | |
| FedAvgTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 92.56 | 205 | |
| FedProxTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 92.4 | 205 | |
| FedLESAMTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 92.11 | 205 | |
| FedCMTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 88.82 | 320 |