Node-level Out-of-Distribution Detection on Coauthor (test)
95.3AUROC (aleatoric)Classical ensemble
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Classical ensemble2025.12 | 95.3 | 94.81 | |
| GNNSafe2025.12 | 94.82 | 94.82 | |
| Energy2025.12 | 94.47 | 94.47 | |
| ODIN2025.12 | 94.17 | 94.17 | |
| Credal ensemble2025.12 | 93.85 | 93.72 | |
| KNN2025.12 | 88.23 | 88.23 | |
| CredalLJ2025.12 | 86.58 | 70.88 | |
| Mahalanobis2025.12 | 82.49 | 82.49 | |
| Credal final2025.12 | 74.8 | 50.74 | |
| KNNLJ2025.12 | 32.37 | 32.37 |