Regression on Synthetic Overlapping Supports K=2 clients
1.05MSEFedForest Quantiles
Evaluation Results
| Method | Links | |
|---|---|---|
| FedForest QuantilesShift (gamma)=5.0, Feature Space=X2026.02 | 1.05 | |
| FedForest QuantilesShift (gamma)=5.0, Feature Space=X,H2026.02 | 1.05 | |
| CentralizedShift (gamma)=5.0, Feature Space=X2026.02 | 1.06 | |
| CentralizedShift (gamma)=5.0, Feature Space=X,H2026.02 | 1.06 | |
| FedForest QuantilesShift (gamma)=2.5, Feature Space=X2026.02 | 1.16 | |
| FedForest QuantilesShift (gamma)=2.5, Feature Space=X,H2026.02 | 1.16 | |
| CentralizedShift (gamma)=1.0, Feature Space=X2026.02 | 1.19 | |
| CentralizedShift (gamma)=1.0, Feature Space=X,H2026.02 | 1.19 | |
| CentralizedShift (gamma)=2.5, Feature Space=X2026.02 | 1.19 | |
| FedForest QuantilesShift (gamma)=1.0, Feature Space=X2026.02 | 1.2 | |
| FedForest QuantilesShift (gamma)=1.0, Feature Space=X,H2026.02 | 1.2 | |
| FedForest AvgImpShift (gamma)=0.0, Feature Space=X2026.02 | 1.22 | |
| FedForest AvgImpShift (gamma)=0.0, Feature Space=X,H2026.02 | 1.22 | |
| FedForest QuantilesShift (gamma)=0.0, Feature Space=X2026.02 | 1.22 | |
| FedForest QuantilesShift (gamma)=0.0, Feature Space=X,H2026.02 | 1.22 | |
| CentralizedShift (gamma)=0.0, Feature Space=X2026.02 | 1.22 | |
| CentralizedShift (gamma)=0.0, Feature Space=X,H2026.02 | 1.22 | |
| CentralizedShift (gamma)=2.5, Feature Space=X,H2026.02 | 1.22 | |
| FedForest AvgImpShift (gamma)=1.0, Feature Space=X2026.02 | 1.26 | |
| FedForest AvgImpShift (gamma)=1.0, Feature Space=X,H2026.02 | 1.26 | |
| FedForest AvgImpShift (gamma)=2.5, Feature Space=X2026.02 | 5.86 | |
| FedForest AvgImpShift (gamma)=2.5, Feature Space=X,H2026.02 | 5.86 | |
| FedForest AvgImpShift (gamma)=5.0, Feature Space=X2026.02 | 19.22 | |
| FedForest AvgImpShift (gamma)=5.0, Feature Space=X,H2026.02 | 19.22 |