Image Classification on CIFAR10 Non-IID (4-Class partition)
85.7AccuracyEnsemble
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EnsembleBackbone=VGG112025.06 | 85.7 | — | — | |
| LPBackbone=VGG11, Weight Initialization=initialized with the weights of the first base model2025.06 | 81.4 | — | — | |
| Individual ModelsBackbone=VGG112025.06 | 79.8 | — | — | |
| KF-Linear DeepLIFTBackbone=VGG11, Neuron Importance Score=DeepLIFT2025.06 | 79.7 | — | — | |
| KF-Linear ConductanceBackbone=VGG11, Neuron Importance Score=Conductance2025.06 | 79.5 | — | — | |
| KF-Linear UniformBackbone=VGG11, Neuron Importance Score=Uniform2025.06 | 78.8 | — | — | |
| KF-Gradient ConductanceBackbone=VGG11, Neuron Importance Score=Conductance2025.06 | 77.8 | — | — | |
| KF-Gradient DeepLIFTBackbone=VGG11, Neuron Importance Score=DeepLIFT2025.06 | 77.8 | — | — | |
| KF-Gradient UniformBackbone=VGG11, Neuron Importance Score=Uniform2025.06 | 76.6 | — | — | |
| FLEX-MoEIndicator=Loss-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.12 | 65.51 | 0.0028 | 12,000 | |
| FLEX-MoEIndicator=Acc-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.12 | 58.61 | 0.0028 | 12,000 | |
| GreedyIndicator=Loss-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.12 | 55.51 | 0.227 | 1,388,000 | |
| GreedyIndicator=Acc-driven, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.12 | 46.25 | 0.1602 | 1,028,000 | |
| KDBackbone=VGG11, Weight Initialization=randomly initialized2025.06 | 37.8 | — | — | |
| RandomIndicator=None, Client count C=20, Expert count E=8, Expert selection range kc=[2, 6]2025.12 | 18.7 | 0.0261 | 180,000 | |
| OTF UniformBackbone=VGG11, Neuron Importance Score=Uniform2025.06 | 14.8 | — | — | |
| OTF DeepLIFTBackbone=VGG11, Neuron Importance Score=DeepLIFT2025.06 | 13.4 | — | — | |
| OTF ConductanceBackbone=VGG11, Neuron Importance Score=Conductance2025.06 | 11.7 | — | — | |
| Vanilla AveragingBackbone=VGG112025.06 | 10 | — | — |