Node-level Out-of-Distribution Detection on Chameleon (test)
76.29AUROC (aleatoric)Credal final
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Credal finaluncertainty_modeling=disentangled2025.12 | 76.29 | 67.27 | |
| Credal ensembleuncertainty_modeling=disentangled2025.12 | 74.98 | 29.54 | |
| Classical ensembleuncertainty_modeling=disentangled2025.12 | 74 | 30.22 | |
| CredalLJuncertainty_modeling=disentangled2025.12 | 72.37 | 77.67 | |
| KNNLJuncertainty_modeling=single_score2025.12 | 70.06 | 70.06 | |
| Energyuncertainty_modeling=single_score2025.12 | 58.25 | 58.25 | |
| ODINuncertainty_modeling=single_score2025.12 | 57.98 | 57.98 | |
| KNNuncertainty_modeling=single_score2025.12 | 56.81 | 56.81 | |
| Mahalanobisuncertainty_modeling=single_score2025.12 | 51.82 | 51.82 | |
| GNNSafeuncertainty_modeling=single_score2025.12 | 50.42 | 50.42 |