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ResearchFormerly WizWand

Classification on FMNIST

84.28AccuracyFedHB-Mixture
35.004847.797460.5973.3826May 8, 2023Oct 22, 2023Apr 7, 2024Sep 22, 2024Mar 8, 2025Aug 23, 2025Feb 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
FedHB-Mixtures=5, f=0.1, τ=12023.0584.28
FedHB-NIWs=5, f=0.1, τ=12023.0584.18
Fed-BABUs=5, f=0.1, τ=12023.0583.86
FedEMs=5, f=0.1, τ=12023.0583.51
FLUX-priorprotocol=Test Phase2025.1183.3
Fed-Proxs=5, f=0.1, τ=12023.0583.25
FedPops=5, f=0.1, τ=12023.0582.4
Fed-Avgs=5, f=0.1, τ=12023.0581.98
pFedMeprotocol=Known Association2025.1181.9
APFLprotocol=Known Association2025.1181.9
FLUX-priorprotocol=Known Association2025.1181.9
FLUXprotocol=Test Phase2025.1181.2
pFedBayess=5, f=0.1, τ=12023.0581.2
FedPAs=5, f=0.1, τ=12023.0581.1
FedDriftprotocol=Known Association2025.1180.7
FedBEs=5, f=0.1, τ=12023.0580.35
FEROMA2026.0279.9
FLUXprotocol=Known Association2025.1179.4
FedHB-Mixtures=5, f=0.1, τ=52023.0577.6
FedHB-NIWs=5, f=0.1, τ=52023.0577.48
FedEMs=5, f=0.1, τ=52023.0576.69
Fed-BABUs=5, f=0.1, τ=52023.0576.1
Fed-Avgs=5, f=0.1, τ=52023.0573.7
Fed-Proxs=5, f=0.1, τ=52023.0573.67
FedPAs=5, f=0.1, τ=52023.0573.47
FedBEs=5, f=0.1, τ=52023.0573.28
FedPops=5, f=0.1, τ=52023.0572.93
SISAPartition=1-Label, Training Strategy=one local update2025.0272.85
SISAPartition=3-Label, Training Strategy=one local update2025.0272.46
IFCAprotocol=Known Association2025.1172.4
pFedBayess=5, f=0.1, τ=52023.0572.35
FeSEMprotocol=Known Association2025.1171.9
FedavgPartition=3-Label, Training Strategy=mini-batch training2025.0270.48
SISAPartition=2-Label, Training Strategy=one local update2025.0270.24
FedproxPartition=3-Label, Training Strategy=mini-batch training2025.0269.96
FednovaPartition=3-Label, Training Strategy=mini-batch training2025.0269.7
CFLprotocol=Test Phase2025.1169.4
FedavgPartition=2-Label, Training Strategy=mini-batch training2025.0269.33
FedproxPartition=2-Label, Training Strategy=mini-batch training2025.0269.29
APFLprotocol=Test Phase2025.1169.2
FednovaPartition=2-Label, Training Strategy=mini-batch training2025.0269.1
FedAvgprotocol=Test Phase2025.1168.8
ATPprotocol=Test Phase2025.1168.4
FeSEMprotocol=Test Phase2025.1166.2
CFLprotocol=Known Association2025.1166
ScaffoldPartition=2-Label, Training Strategy=mini-batch training2025.0265.99
CFL2026.0265.6
FedAvgprotocol=Known Association2025.1165.5
FedAvg2026.0263.7
ScaffoldPartition=3-Label, Training Strategy=mini-batch training2025.0263.64
IFCAprotocol=Test Phase2025.1163.5
ATP2026.0261.1
FeSEM2026.0259
APFL2026.0256.9
FedEMprotocol=Test Phase2025.1156
FedRCprotocol=Test Phase2025.1155.7
FedEMprotocol=Known Association2025.1155.7
FedRCprotocol=Known Association2025.1154.3
FedDriftprotocol=Test Phase2025.1151.1
FednovaPartition=1-Label, Training Strategy=mini-batch training2025.0249.08
FedavgPartition=1-Label, Training Strategy=mini-batch training2025.0248.81
FedDrift2026.0247.6
FedproxPartition=1-Label, Training Strategy=mini-batch training2025.0247.14
FedEM2026.0246.1
FedRC2026.0245.1
ScaffoldPartition=1-Label, Training Strategy=mini-batch training2025.0243.93
pFedMe2026.0243.6
IFCA2026.0236.9