Image Classification on MNIST-1797
0.0066Gini CoefficientFedAvg
Evaluation Results
| Method | Links | |
|---|---|---|
| FedAvgData Distribution=LS K=2, N=5, R=102026.05 | 0.0066 | |
| FedAvgData Distribution=LS K=3, N=5, R=102026.05 | 0.0093 | |
| FedRepData Distribution=LS K=1, N=5, R=102026.05 | 0.0107 | |
| FedAvgData Distribution=IID, N=5, R=102026.05 | 0.0115 | |
| FedAvgData Distribution=Dir 0.8, N=5, R=102026.05 | 0.0122 | |
| FibFL++Data Distribution=LS K=1, N=5, R=102026.05 | 0.0132 | |
| RDFLData Distribution=LS K=1, N=5, R=102026.05 | 0.0143 | |
| FedAvgData Distribution=Dir 0.5, N=5, R=102026.05 | 0.0152 | |
| FedRepData Distribution=IID, N=5, R=102026.05 | 0.0152 | |
| FedAvgData Distribution=LS K=1, N=5, R=102026.05 | 0.0172 | |
| FibFL+Data Distribution=IID, N=5, R=102026.05 | 0.0176 | |
| FibFL++Data Distribution=Dir 0.8, N=5, R=102026.05 | 0.0179 | |
| FibFLData Distribution=LS K=1, N=5, R=102026.05 | 0.0186 | |
| RDFLData Distribution=IID, N=5, R=102026.05 | 0.0189 | |
| FibFL++Data Distribution=IID, N=5, R=102026.05 | 0.0198 | |
| FedRepData Distribution=LS K=2, N=5, R=102026.05 | 0.0211 | |
| FibFLData Distribution=IID, N=5, R=102026.05 | 0.0212 | |
| FibFL+Data Distribution=LS K=1, N=5, R=102026.05 | 0.0227 | |
| FedAvgData Distribution=Dir 0.1, N=5, R=102026.05 | 0.0268 | |
| FibFL++Data Distribution=LS K=2, N=5, R=102026.05 | 0.0277 | |
| RDFLData Distribution=LS K=2, N=5, R=102026.05 | 0.031 | |
| FibFLData Distribution=LS K=2, N=5, R=102026.05 | 0.0316 | |
| FibFL++Data Distribution=LS K=3, N=5, R=102026.05 | 0.032 | |
| RDFLData Distribution=LS K=3, N=5, R=102026.05 | 0.0328 | |
| RDFLData Distribution=Dir 0.8, N=5, R=102026.05 | 0.0345 | |
| FibFL+Data Distribution=Dir 0.8, N=5, R=102026.05 | 0.0384 | |
| FibFLData Distribution=Dir 0.8, N=5, R=102026.05 | 0.0403 | |
| FedRepData Distribution=LS K=3, N=5, R=102026.05 | 0.0563 | |
| FibFL+Data Distribution=LS K=3, N=5, R=102026.05 | 0.0564 | |
| FibFL++Data Distribution=Dir 0.5, N=5, R=102026.05 | 0.0647 | |
| FibFL+Data Distribution=LS K=2, N=5, R=102026.05 | 0.073 | |
| FibFLData Distribution=Dir 0.5, N=5, R=102026.05 | 0.0787 | |
| FibFLData Distribution=LS K=3, N=5, R=102026.05 | 0.0789 | |
| FibFL+Data Distribution=Dir 0.5, N=5, R=102026.05 | 0.0791 | |
| FedRepData Distribution=Dir 0.5, N=5, R=102026.05 | 0.0832 | |
| RDFLData Distribution=Dir 0.5, N=5, R=102026.05 | 0.0842 | |
| FedRepData Distribution=Dir 0.8, N=5, R=102026.05 | 0.0963 | |
| FibFL+Data Distribution=Dir 0.1, N=5, R=102026.05 | 0.4659 | |
| FibFL++Data Distribution=Dir 0.1, N=5, R=102026.05 | 0.4664 | |
| FibFLData Distribution=Dir 0.1, N=5, R=102026.05 | 0.5149 | |
| RDFLData Distribution=Dir 0.1, N=5, R=102026.05 | 0.528 | |
| FedRepData Distribution=Dir 0.1, N=5, R=102026.05 | 0.5963 |