Downstream Linear Separability on HD-GMM 500 -> 20
99.85-Fold CV AccuracyCent. PCA
Evaluation Results
| Method | Links | |
|---|---|---|
| Cent. PCAReduction Strategy=Centralized, Evaluation Protocol=Linear SVM (5-Fold CV), Random Seeds=52026.04 | 99.8 | |
| AmbientReduction Strategy=No Reduction, Evaluation Protocol=Linear SVM (5-Fold CV), Random Seeds=52026.04 | 99.3 | |
| DCRLReduction Strategy=Coupled Flow, Evaluation Protocol=Linear SVM (5-Fold CV), Random Seeds=52026.04 | 96.6 | |
| Static OjaReduction Strategy=Uncoupled, Evaluation Protocol=Linear SVM (5-Fold CV), Random Seeds=52026.04 | 89.8 | |
| Random Proj.Reduction Strategy=Local Hebbian, Evaluation Protocol=Linear SVM (5-Fold CV), Random Seeds=52026.04 | 73.5 |