Out-of-Distribution Detection on MNIST vs Fashion-MNIST
95.4OOD AUCSampled LLA
Evaluation results
| Method | Links | |
|---|---|---|
| Sampled LLA2026.06 | 95.4 | |
| LLA KFACCovariance approximation=Kronecker2026.06 | 94.9 | |
| LLA DiagCovariance approximation=Diagonal2026.06 | 92.2 | |
| VaLLA 200Inducing points count=2002026.06 | 92.1 | |
| VaLLA 100Inducing points count=1002026.06 | 91.6 | |
| LLA*Layer restriction=last-layer2026.06 | 90.9 | |
| LLA* KFACLayer restriction=last-layer, Covariance approximation=Kronecker2026.06 | 90.9 | |
| MAP2026.06 | 90.5 | |
| ELLARandom points=20002026.06 | 90.5 |