Image Classification on MNIST (Accuracy, NLL, ECE)
97.9AccLLA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LLAVariant=last-layer, Approximation=KFAC2026.02 | 97.9 | 0.07 | 0.9 | |
| Ensemble2026.02 | 97.9 | 0.069 | 3.8 | |
| MAP2026.02 | 97.8 | 0.068 | 0.5 | |
| LLAApproximation=KFAC2026.02 | 97.8 | 0.102 | 4.2 | |
| LLAVariant=last-layer2026.02 | 97.8 | 0.07 | 0.9 | |
| ELLA2026.02 | 97.8 | 0.068 | 0.5 | |
| VaLLAInducing points=1002026.02 | 97.8 | 0.068 | 0.5 | |
| VaLLAInducing points=2002026.02 | 97.8 | 0.068 | 0.5 | |
| GPP2026.02 | 97.8 | 1.648 | 78.4 | |
| Dropout2026.02 | 97.8 | 0.072 | 0.9 | |
| GAPA2026.02 | 97.8 | 0.109 | 4.9 | |
| Linear Probing2026.02 | 97.7 | 0.117 | 1.5 | |
| LLAApproximation=Diagonal2026.02 | 97.6 | 0.177 | 10.5 |