Image Classification on CIFAR-10 IID
92.55Accuracycentralized learning
Evaluation Results
| Method | Links | |
|---|---|---|
| centralized learning2022.03 | 92.55 | |
| No ATKRobust Aggregator=M-Krum, Architecture=ResNet-202024.04 | 89.2 | |
| EdgeFLowRandCluster size Nm=10, Local epoch K=5, Mini-batch size=64, Backbone=6-layer CNN2026.03 | 89.16 | |
| EdgeFLowSeqCluster size Nm=10, Local epoch K=5, Mini-batch size=64, Backbone=6-layer CNN2026.03 | 88.99 | |
| FedAvgCluster size Nm=10, Local epoch K=5, Mini-batch size=64, Backbone=6-layer CNN2026.03 | 88.66 | |
| No ATKRobust Aggregator=RFA, Architecture=ResNet-202024.04 | 88.2 | |
| ROPRobust Aggregator=M-Krum, Architecture=ResNet-202024.04 | 88.2 | |
| No ATKRobust Aggregator=CM, Architecture=ResNet-202024.04 | 88 | |
| No ATKRobust Aggregator=TM, Architecture=ResNet-202024.04 | 87.8 | |
| Bit FlipRobust Aggregator=M-Krum, Architecture=ResNet-202024.04 | 87.8 | |
| No ATKRobust Aggregator=GAS, Architecture=ResNet-202024.04 | 87.7 | |
| Label FlipRobust Aggregator=M-Krum, Architecture=ResNet-202024.04 | 87.7 | |
| No ATKRobust Aggregator=Bulyan, Architecture=ResNet-202024.04 | 87.6 | |
| Bit FlipRobust Aggregator=RFA, Architecture=ResNet-202024.04 | 87.5 | |
| A-FedPDSAMBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.09 | 87.44 | |
| No ATKRobust Aggregator=CC, Architecture=ResNet-202024.04 | 87.4 | |
| FedFTG2022.03 | 87.34 | |
| Label FlipRobust Aggregator=GAS, Architecture=ResNet-202024.04 | 87.1 | |
| FedSpeedBackbone=ResNet-18, Family=PD, Local Opt=SAM2024.09 | 86.9 | |
| FedED2025.08 | 86.87 | |
| Bit FlipRobust Aggregator=GAS, Architecture=ResNet-202024.04 | 86.5 | |
| A-FedPDSAMBackbone=LeNet, Family=PD, Local Opt=SAM2024.09 | 86.47 | |
| Label FlipRobust Aggregator=CC, Architecture=ResNet-202024.04 | 86.4 | |
| EdgeFD2025.08 | 86.37 | |
| FedMD2025.08 | 86.31 | |
| Label FlipRobust Aggregator=RFA, Architecture=ResNet-202024.04 | 86.3 | |
| Bit FlipRobust Aggregator=Bulyan, Architecture=ResNet-202024.04 | 86.2 | |
| HSADefense=FL-Defender2024.04 | 86.12 | |
| Selective-FD2025.08 | 86.06 | |
| FedSpeedBackbone=LeNet, Family=PD, Local Opt=SAM2024.09 | 86.01 | |
| SCAFFOLD2022.03 | 85.99 | |
| DS-FL2025.08 | 85.82 | |
| IPMRobust Aggregator=CC, Architecture=ResNet-202024.04 | 85.8 | |
| Label FlipRobust Aggregator=Bulyan, Architecture=ResNet-202024.04 | 85.8 | |
| IndLearn2025.08 | 85.53 | |
| A-FedPDBackbone=LeNet, Family=PD, Local Opt=SGD2024.09 | 85.31 | |
| IPMRobust Aggregator=GAS, Architecture=ResNet-202024.04 | 85.3 | |
| FedDyn2022.03 | 85.19 | |
| A-FedPDBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.09 | 85.11 | |
| HSADefense=LASA2024.04 | 85 | |
| IPMRobust Aggregator=TM, Architecture=ResNet-202024.04 | 84.9 | |
| PLS2025.08 | 84.77 | |
| GPSLNumber of Clients (K)=162024.07 | 84.74 | |
| GPSLNumber of Clients (K)=1282024.07 | 84.66 | |
| FedDynBackbone=LeNet, Family=PD, Local Opt=SGD2024.09 | 84.49 | |
| FedDF2022.03 | 84.47 | |
| FPLSNumber of Clients (K)=162024.07 | 84.42 | |
| GPSLNumber of Clients (K)=322024.07 | 84.4 | |
| MOON2022.03 | 84.34 | |
| SCAFFOLDBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 84.31 | |
| FLSNumber of Clients (K)=322024.07 | 84.31 | |
| FPLSNumber of Clients (K)=322024.07 | 84.31 | |
| GPSLNumber of Clients (K)=642024.07 | 84.29 | |
| SCAFFOLDBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 84.25 | |
| FedCMBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 84.22 | |
| FLSNumber of Clients (K)=162024.07 | 84.21 | |
| FLSNumber of Clients (K)=642024.07 | 84.15 | |
| FPLSNumber of Clients (K)=642024.07 | 84.15 | |
| FedProx2022.03 | 84.1 | |
| FLSNumber of Clients (K)=1282024.07 | 84.1 | |
| FPLSNumber of Clients (K)=1282024.07 | 84.1 | |
| FKD2025.08 | 84.1 | |
| FedGen2022.03 | 83.91 | |
| IPMRobust Aggregator=M-Krum, Architecture=ResNet-202024.04 | 83.8 | |
| FedSAMBackbone=ResNet-18, Family=P, Local Opt=SAM2024.09 | 83.79 | |
| FedAvg2022.03 | 83.78 | |
| FedDynBackbone=ResNet-18, Family=PD, Local Opt=SGD2024.09 | 83.71 | |
| FedSAMBackbone=LeNet, Family=P, Local Opt=SAM2024.09 | 83.22 | |
| HSADefense=FoundationFL2024.04 | 83.12 | |
| DHSADefense=LASA2024.04 | 83 | |
| FedAvg2026.04 | 82.45 | |
| SpectralFed2026.04 | 82.27 | |
| SpectralFuse2026.04 | 82.25 | |
| Bit FlipRobust Aggregator=CC, Architecture=ResNet-202024.04 | 82.2 | |
| ShapFed2026.04 | 81.99 | |
| FedAvgBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 81.87 | |
| FedAvgBackbone=ResNet-18, Family=P, Local Opt=SGD2024.09 | 81.67 | |
| ALIERobust Aggregator=GAS, Architecture=ResNet-202024.04 | 81 | |
| Bit FlipRobust Aggregator=CM, Architecture=ResNet-202024.04 | 80.9 | |
| ALIERobust Aggregator=CC, Architecture=ResNet-202024.04 | 80.7 | |
| FedCMBackbone=LeNet, Family=P, Local Opt=SGD2024.09 | 80.34 | |
| Bit FlipRobust Aggregator=TM, Architecture=ResNet-202024.04 | 80.1 | |
| Label FlipRobust Aggregator=CM, Architecture=ResNet-202024.04 | 79.9 | |
| ROPRobust Aggregator=CM, Architecture=ResNet-202024.04 | 79 | |
| Label FlipRobust Aggregator=TM, Architecture=ResNet-202024.04 | 78.5 | |
| SFLOptimization Order=First Order2026.03 | 77.5 | |
| CGSV*Note=Average client performance reported2026.04 | 75.48 | |
| HO-SFLOptimization Order=Hybrid2026.03 | 75 | |
| HSA - Π_g(δ)Robust Aggregator=GAS, Architecture=ResNet-202024.04 | 74.5 | |
| FEDADAVR-QUANTOptimiser=LAMB, Server learning rate (ηs)=0.012026.01 | 73.364 | |
| ALIERobust Aggregator=TM, Architecture=ResNet-202024.04 | 72.8 | |
| FEDADAVROptimiser=YOGI, Server learning rate (ηs)=0.012026.01 | 72.031 | |
| FEDADAVROptimiser=LAMB, Server learning rate (ηs)=0.012026.01 | 71.228 | |
| FEDADAVROptimiser=ADAM, Server learning rate (ηs)=0.0052026.01 | 70.847 | |
| FEDADAVR-QUANTOptimiser=YOGI, Server learning rate (ηs)=0.0012026.01 | 70.322 | |
| FEDADAVROptimiser=YOGI, Server learning rate (ηs)=0.0012026.01 | 70.111 | |
| FEDADAVROptimiser=ADABELIEF, Server learning rate (ηs)=0.0012026.01 | 70.079 | |
| IPMRobust Aggregator=Bulyan, Architecture=ResNet-202024.04 | 70 | |
| FEDADAVR-QUANTOptimiser=ADABELIEF, Server learning rate (ηs)=0.0012026.01 | 69.752 | |
| FEDADAVR-QUANTOptimiser=LAMB, Server learning rate (ηs)=0.0052026.01 | 69.562 |