Classification on FMNIST
84.28AccuracyFedHB-Mixture
Evaluation Results
| Method | Links | |
|---|---|---|
| FedHB-Mixtures=5, f=0.1, τ=12023.05 | 84.28 | |
| FedHB-NIWs=5, f=0.1, τ=12023.05 | 84.18 | |
| Fed-BABUs=5, f=0.1, τ=12023.05 | 83.86 | |
| FedEMs=5, f=0.1, τ=12023.05 | 83.51 | |
| FLUX-priorprotocol=Test Phase2025.11 | 83.3 | |
| Fed-Proxs=5, f=0.1, τ=12023.05 | 83.25 | |
| FedPops=5, f=0.1, τ=12023.05 | 82.4 | |
| Fed-Avgs=5, f=0.1, τ=12023.05 | 81.98 | |
| pFedMeprotocol=Known Association2025.11 | 81.9 | |
| APFLprotocol=Known Association2025.11 | 81.9 | |
| FLUX-priorprotocol=Known Association2025.11 | 81.9 | |
| FLUXprotocol=Test Phase2025.11 | 81.2 | |
| pFedBayess=5, f=0.1, τ=12023.05 | 81.2 | |
| FedPAs=5, f=0.1, τ=12023.05 | 81.1 | |
| FedDriftprotocol=Known Association2025.11 | 80.7 | |
| FedBEs=5, f=0.1, τ=12023.05 | 80.35 | |
| FEROMA2026.02 | 79.9 | |
| FLUXprotocol=Known Association2025.11 | 79.4 | |
| FedHB-Mixtures=5, f=0.1, τ=52023.05 | 77.6 | |
| FedHB-NIWs=5, f=0.1, τ=52023.05 | 77.48 | |
| FedEMs=5, f=0.1, τ=52023.05 | 76.69 | |
| Fed-BABUs=5, f=0.1, τ=52023.05 | 76.1 | |
| Fed-Avgs=5, f=0.1, τ=52023.05 | 73.7 | |
| Fed-Proxs=5, f=0.1, τ=52023.05 | 73.67 | |
| FedPAs=5, f=0.1, τ=52023.05 | 73.47 | |
| FedBEs=5, f=0.1, τ=52023.05 | 73.28 | |
| FedPops=5, f=0.1, τ=52023.05 | 72.93 | |
| SISAPartition=1-Label, Training Strategy=one local update2025.02 | 72.85 | |
| SISAPartition=3-Label, Training Strategy=one local update2025.02 | 72.46 | |
| IFCAprotocol=Known Association2025.11 | 72.4 | |
| pFedBayess=5, f=0.1, τ=52023.05 | 72.35 | |
| FeSEMprotocol=Known Association2025.11 | 71.9 | |
| FedavgPartition=3-Label, Training Strategy=mini-batch training2025.02 | 70.48 | |
| SISAPartition=2-Label, Training Strategy=one local update2025.02 | 70.24 | |
| FedproxPartition=3-Label, Training Strategy=mini-batch training2025.02 | 69.96 | |
| FednovaPartition=3-Label, Training Strategy=mini-batch training2025.02 | 69.7 | |
| CFLprotocol=Test Phase2025.11 | 69.4 | |
| FedavgPartition=2-Label, Training Strategy=mini-batch training2025.02 | 69.33 | |
| FedproxPartition=2-Label, Training Strategy=mini-batch training2025.02 | 69.29 | |
| APFLprotocol=Test Phase2025.11 | 69.2 | |
| FednovaPartition=2-Label, Training Strategy=mini-batch training2025.02 | 69.1 | |
| FedAvgprotocol=Test Phase2025.11 | 68.8 | |
| ATPprotocol=Test Phase2025.11 | 68.4 | |
| FeSEMprotocol=Test Phase2025.11 | 66.2 | |
| CFLprotocol=Known Association2025.11 | 66 | |
| ScaffoldPartition=2-Label, Training Strategy=mini-batch training2025.02 | 65.99 | |
| CFL2026.02 | 65.6 | |
| FedAvgprotocol=Known Association2025.11 | 65.5 | |
| FedAvg2026.02 | 63.7 | |
| ScaffoldPartition=3-Label, Training Strategy=mini-batch training2025.02 | 63.64 | |
| IFCAprotocol=Test Phase2025.11 | 63.5 | |
| ATP2026.02 | 61.1 | |
| FeSEM2026.02 | 59 | |
| APFL2026.02 | 56.9 | |
| FedEMprotocol=Test Phase2025.11 | 56 | |
| FedRCprotocol=Test Phase2025.11 | 55.7 | |
| FedEMprotocol=Known Association2025.11 | 55.7 | |
| FedRCprotocol=Known Association2025.11 | 54.3 | |
| FedDriftprotocol=Test Phase2025.11 | 51.1 | |
| FednovaPartition=1-Label, Training Strategy=mini-batch training2025.02 | 49.08 | |
| FedavgPartition=1-Label, Training Strategy=mini-batch training2025.02 | 48.81 | |
| FedDrift2026.02 | 47.6 | |
| FedproxPartition=1-Label, Training Strategy=mini-batch training2025.02 | 47.14 | |
| FedEM2026.02 | 46.1 | |
| FedRC2026.02 | 45.1 | |
| ScaffoldPartition=1-Label, Training Strategy=mini-batch training2025.02 | 43.93 | |
| pFedMe2026.02 | 43.6 | |
| IFCA2026.02 | 36.9 |