Classification on MNIST 10,000 samples (test)
4.2Test ErrorBest baseline (SVM/MLP)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Best baseline (SVM/MLP)PCA dimension=64, Training size (N)=10,0002026.04 | 4.2 | — | |
| Best baseline (MLP/SVM)PCA dimension=32, Training size (N)=10,0002026.04 | 4.6 | — | |
| Best baseline (MLP/SVM)PCA dimension=32, Training size (N)=5,0002026.04 | 5.7 | — | |
| Best baseline (SVM/MLP)PCA dimension=64, Training size (N)=5,0002026.04 | 5.8 | — | |
| Best baseline (SVM/MLP)PCA dimension=16, Training size (N)=10,0002026.04 | 6 | — | |
| Best baseline (SVM/MLP)PCA dimension=16, Training size (N)=5,0002026.04 | 6.9 | — | |
| ArrowFlow bestPCA dimension=64, Training size (N)=10,000, Architecture=[1024,128] 3-layer, Ensemble=7-view2026.04 | 9.1 | 4.9 | |
| ArrowFlow bestPCA dimension=32, Training size (N)=10,000, Architecture=[1024,128] 3-layer, Ensemble=7-view2026.04 | 9.3 | 4.7 | |
| ArrowFlow bestPCA dimension=16, Training size (N)=10,000, Architecture=[1024,128] 3-layer, Ensemble=7-view2026.04 | 9.8 | 3.8 | |
| Best baseline (MLP/SVM)PCA dimension=32, Training size (N)=1,0002026.04 | 10.5 | — | |
| Best baseline (SVM/MLP)PCA dimension=64, Training size (N)=1,0002026.04 | 10.8 | — | |
| Best baseline (SVM/MLP)PCA dimension=16, Training size (N)=1,0002026.04 | 11.2 | — | |
| ArrowFlow bestPCA dimension=64, Training size (N)=5,000, Architecture=[1024,128] 3-layer, Ensemble=7-view2026.04 | 11.2 | 5.4 | |
| ArrowFlow bestPCA dimension=32, Training size (N)=5,000, Architecture=[1024,128] 3-layer, Ensemble=7-view2026.04 | 11.4 | 5.7 | |
| ArrowFlow bestPCA dimension=16, Training size (N)=5,000, Architecture=[1024,128] 3-layer, Ensemble=7-view2026.04 | 12.2 | 5.3 | |
| ArrowFlow bestPCA dimension=64, Training size (N)=1,000, Architecture=[1024,128] 3-layer, Ensemble=7-view2026.04 | 15.2 | 4.4 | |
| ArrowFlow bestPCA dimension=32, Training size (N)=1,000, Architecture=[1024,128] 3-layer, Ensemble=7-view2026.04 | 15.6 | 5.1 | |
| ArrowFlow bestPCA dimension=16, Training size (N)=1,000, Architecture=[1024,128] 3-layer, Ensemble=7-view2026.04 | 15.9 | 4.7 |