List your company
ResearchFormerly WizWand

Image Classification on CIFAR-10 IID

92.55Accuracycentralized learning
68.6424874.8492481.05687.26276Mar 17, 2022Nov 21, 2022Jul 29, 2023Apr 4, 2024Dec 10, 2024Aug 17, 2025Apr 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
centralized learning2022.0392.55
No ATKRobust Aggregator=M-Krum, Architecture=ResNet-202024.0489.2
EdgeFLowRandCluster size Nm=10, Local epoch K=5, Mini-batch size=64, Backbone=6-layer CNN2026.0389.16
EdgeFLowSeqCluster size Nm=10, Local epoch K=5, Mini-batch size=64, Backbone=6-layer CNN2026.0388.99
FedAvgCluster size Nm=10, Local epoch K=5, Mini-batch size=64, Backbone=6-layer CNN2026.0388.66
No ATKRobust Aggregator=RFA, Architecture=ResNet-202024.0488.2
ROPRobust Aggregator=M-Krum, Architecture=ResNet-202024.0488.2
No ATKRobust Aggregator=CM, Architecture=ResNet-202024.0488
No ATKRobust Aggregator=TM, Architecture=ResNet-202024.0487.8
Bit FlipRobust Aggregator=M-Krum, Architecture=ResNet-202024.0487.8
No ATKRobust Aggregator=GAS, Architecture=ResNet-202024.0487.7
Label FlipRobust Aggregator=M-Krum, Architecture=ResNet-202024.0487.7
No ATKRobust Aggregator=Bulyan, Architecture=ResNet-202024.0487.6
Bit FlipRobust Aggregator=RFA, Architecture=ResNet-202024.0487.5
A-FedPDSAMBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.0987.44
No ATKRobust Aggregator=CC, Architecture=ResNet-202024.0487.4
FedFTG2022.0387.34
Label FlipRobust Aggregator=GAS, Architecture=ResNet-202024.0487.1
FedSpeedBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.0986.9
FedED2025.0886.87
Bit FlipRobust Aggregator=GAS, Architecture=ResNet-202024.0486.5
A-FedPDSAMBackbone=LeNet, Family=PD, Local Opt=SAM2024.0986.47
Label FlipRobust Aggregator=CC, Architecture=ResNet-202024.0486.4
EdgeFD2025.0886.37
FedMD2025.0886.31
Label FlipRobust Aggregator=RFA, Architecture=ResNet-202024.0486.3
Bit FlipRobust Aggregator=Bulyan, Architecture=ResNet-202024.0486.2
HSADefense=FL-Defender2024.0486.12
Selective-FD2025.0886.06
FedSpeedBackbone=LeNet, Family=PD, Local Opt=SAM2024.0986.01
SCAFFOLD2022.0385.99
DS-FL2025.0885.82
IPMRobust Aggregator=CC, Architecture=ResNet-202024.0485.8
Label FlipRobust Aggregator=Bulyan, Architecture=ResNet-202024.0485.8
IndLearn2025.0885.53
A-FedPDBackbone=LeNet, Family=PD, Local Opt=SGD2024.0985.31
IPMRobust Aggregator=GAS, Architecture=ResNet-202024.0485.3
FedDyn2022.0385.19
A-FedPDBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.0985.11
HSADefense=LASA2024.0485
IPMRobust Aggregator=TM, Architecture=ResNet-202024.0484.9
PLS2025.0884.77
GPSLNumber of Clients (K)=162024.0784.74
GPSLNumber of Clients (K)=1282024.0784.66
FedDynBackbone=LeNet, Family=PD, Local Opt=SGD2024.0984.49
FedDF2022.0384.47
FPLSNumber of Clients (K)=162024.0784.42
GPSLNumber of Clients (K)=322024.0784.4
MOON2022.0384.34
SCAFFOLDBackbone=ResNet-18, Family=P, Local Opt=SGD2024.0984.31
FLSNumber of Clients (K)=322024.0784.31
FPLSNumber of Clients (K)=322024.0784.31
GPSLNumber of Clients (K)=642024.0784.29
SCAFFOLDBackbone=LeNet, Family=P, Local Opt=SGD2024.0984.25
FedCMBackbone=ResNet-18, Family=P, Local Opt=SGD2024.0984.22
FLSNumber of Clients (K)=162024.0784.21
FLSNumber of Clients (K)=642024.0784.15
FPLSNumber of Clients (K)=642024.0784.15
FedProx2022.0384.1
FLSNumber of Clients (K)=1282024.0784.1
FPLSNumber of Clients (K)=1282024.0784.1
FKD2025.0884.1
FedGen2022.0383.91
IPMRobust Aggregator=M-Krum, Architecture=ResNet-202024.0483.8
FedSAMBackbone=ResNet-18, Family=P, Local Opt=SAM2024.0983.79
FedAvg2022.0383.78
FedDynBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.0983.71
FedSAMBackbone=LeNet, Family=P, Local Opt=SAM2024.0983.22
HSADefense=FoundationFL2024.0483.12
DHSADefense=LASA2024.0483
FedAvg2026.0482.45
SpectralFed2026.0482.27
SpectralFuse2026.0482.25
Bit FlipRobust Aggregator=CC, Architecture=ResNet-202024.0482.2
ShapFed2026.0481.99
FedAvgBackbone=LeNet, Family=P, Local Opt=SGD2024.0981.87
FedAvgBackbone=ResNet-18, Family=P, Local Opt=SGD2024.0981.67
ALIERobust Aggregator=GAS, Architecture=ResNet-202024.0481
Bit FlipRobust Aggregator=CM, Architecture=ResNet-202024.0480.9
ALIERobust Aggregator=CC, Architecture=ResNet-202024.0480.7
FedCMBackbone=LeNet, Family=P, Local Opt=SGD2024.0980.34
Bit FlipRobust Aggregator=TM, Architecture=ResNet-202024.0480.1
Label FlipRobust Aggregator=CM, Architecture=ResNet-202024.0479.9
ROPRobust Aggregator=CM, Architecture=ResNet-202024.0479
Label FlipRobust Aggregator=TM, Architecture=ResNet-202024.0478.5
SFLOptimization Order=First Order2026.0377.5
CGSV*Note=Average client performance reported2026.0475.48
HO-SFLOptimization Order=Hybrid2026.0375
HSA - Π_g(δ)Robust Aggregator=GAS, Architecture=ResNet-202024.0474.5
FEDADAVR-QUANTOptimiser=LAMB, Server learning rate (ηs)=0.012026.0173.364
ALIERobust Aggregator=TM, Architecture=ResNet-202024.0472.8
FEDADAVROptimiser=YOGI, Server learning rate (ηs)=0.012026.0172.031
FEDADAVROptimiser=LAMB, Server learning rate (ηs)=0.012026.0171.228
FEDADAVROptimiser=ADAM, Server learning rate (ηs)=0.0052026.0170.847
FEDADAVR-QUANTOptimiser=YOGI, Server learning rate (ηs)=0.0012026.0170.322
FEDADAVROptimiser=YOGI, Server learning rate (ηs)=0.0012026.0170.111
FEDADAVROptimiser=ADABELIEF, Server learning rate (ηs)=0.0012026.0170.079
IPMRobust Aggregator=Bulyan, Architecture=ResNet-202024.0470
FEDADAVR-QUANTOptimiser=ADABELIEF, Server learning rate (ηs)=0.0012026.0169.752
FEDADAVR-QUANTOptimiser=LAMB, Server learning rate (ηs)=0.0052026.0169.562