Image Classification on CIFAR-10 non-IID s=2
91.82Test AccuracyCD²-pFed
Evaluation results
| Method | Links | |
|---|---|---|
| CD²-pFed2022.04 | 91.82 | |
| LG-Fed2022.04 | 91.77 | |
| EnsembleBackbone=VGG112025.06 | 89.1 | |
| Local Train2022.04 | 87.92 | |
| KF-Linear ConductanceBackbone=VGG11, Neuron Importance Score=Conductance2025.06 | 86.6 | |
| KF-Linear DeepLIFTBackbone=VGG11, Neuron Importance Score=DeepLIFT2025.06 | 86.5 | |
| HF-Linear ConductanceBackbone=VGG11, Neuron Importance Score=Conductance2025.06 | 86.4 | |
| HF-Linear DeepLIFTBackbone=VGG11, Neuron Importance Score=DeepLIFT2025.06 | 86.3 | |
| LPBackbone=VGG11, Weight Initialization=initialized with the weights of the first base model2025.06 | 85.5 | |
| KF-Linear UniformBackbone=VGG11, Neuron Importance Score=Uniform2025.06 | 85.5 | |
| HF-Gradient DeepLIFTBackbone=VGG11, Neuron Importance Score=DeepLIFT2025.06 | 84.9 | |
| KF-Gradient ConductanceBackbone=VGG11, Neuron Importance Score=Conductance2025.06 | 84.9 | |
| HF-Gradient ConductanceBackbone=VGG11, Neuron Importance Score=Conductance2025.06 | 84.8 | |
| KF-Gradient DeepLIFTBackbone=VGG11, Neuron Importance Score=DeepLIFT2025.06 | 84.7 | |
| KF-Gradient UniformBackbone=VGG11, Neuron Importance Score=Uniform2025.06 | 84.3 | |
| Individual ModelsBackbone=VGG112025.06 | 83.8 | |
| FedPer2022.04 | 83.29 | |
| HF-Linear UniformBackbone=VGG11, Neuron Importance Score=Uniform2025.06 | 76.7 | |
| Git Re-Basin DeepLIFTBackbone=VGG11, Neuron Importance Score=DeepLIFT2025.06 | 76.6 | |
| HF-Gradient UniformBackbone=VGG11, Neuron Importance Score=Uniform2025.06 | 76.3 | |
| Git Re-Basin ConductanceBackbone=VGG11, Neuron Importance Score=Conductance2025.06 | 73.8 | |
| CD²-pFed2022.04 | 61.31 | |
| LG-Fed2022.04 | 60.79 | |
| FedAvg2022.04 | 58.99 | |
| FedAvg2022.04 | 58.99 | |
| FedPer2022.04 | 57.77 | |
| Git Re-Basin UniformBackbone=VGG11, Neuron Importance Score=Uniform2025.06 | 55.7 | |
| OTF UniformBackbone=VGG11, Neuron Importance Score=Uniform2025.06 | 49.6 | |
| OTF ConductanceBackbone=VGG11, Neuron Importance Score=Conductance2025.06 | 40.6 | |
| OTF DeepLIFTBackbone=VGG11, Neuron Importance Score=DeepLIFT2025.06 | 39.4 | |
| KDBackbone=VGG11, Weight Initialization=randomly initialized2025.06 | 38.4 | |
| Vanilla AveragingBackbone=VGG112025.06 | 11.5 | |
| Local Train2022.04 | 10.03 |