Text Classification on DBpedia-14 Pathological partition, c=3 (test)
96.74AccuracyFedVSSAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedVSSAMTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 96.74 | 46 | |
| FedSMOOTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 96.21 | 80 | |
| FedGAMMATraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 95.94 | 87 | |
| SCAFFOLDTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 95.13 | 113 | |
| FedACGTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 95.11 | 46 | |
| MoFedSAMTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 94.46 | 137 | |
| FedAdamTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 94.41 | 56 | |
| FedDynTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 93.71 | 93 | |
| FedSAMTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 93.54 | 144 | |
| FedAvgTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 91.09 | 215 | |
| FedProxTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 91.01 | 215 | |
| FedLESAMTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 90.92 | 215 | |
| FedCMTraining Rounds=400, Device Sampling Setup=10%-100 devices2026.05 | 83.14 | — |