Image Classification on FMNIST (ACC, NLL, ECE)
86.7AccuracyVaLLA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VaLLAInducing points=2002026.02 | 86.7 | 0.378 | 2 | |
| VaLLAInducing points=1002026.02 | 86.5 | 0.382 | 1.9 | |
| MAP2026.02 | 85.9 | 0.392 | 0.7 | |
| LLAVariant=last-layer2026.02 | 85.9 | 0.395 | 1.9 | |
| LLAVariant=last-layer, Approximation=KFAC2026.02 | 85.9 | 0.394 | 1.7 | |
| ELLA2026.02 | 85.9 | 0.392 | 0.7 | |
| GAPA2026.02 | 85.9 | 0.389 | 1.3 | |
| LLAApproximation=KFAC2026.02 | 85.8 | 0.395 | 2 | |
| Linear Probing2026.02 | 85.8 | 0.395 | 4.8 | |
| Dropout2026.02 | 85.8 | 0.393 | 0.9 | |
| GPP2026.02 | 85.7 | 1.716 | 69.2 | |
| LLAApproximation=Diagonal2026.02 | 85.6 | 0.421 | 5.7 | |
| Ensemble2026.02 | 83.9 | 0.473 | 4.1 |