Out-of-Distribution Detection on FB15k-237 (Temporal-like OOD, Mean of 3 Runs)
98.6AUROCCAGP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CAGPMethod Category=Learned Combinations, alpha=learned2025.12 | 98.6 | — | — | |
| Simple avgMethod Category=Single Signals, alpha=0.52025.12 | 95.1 | — | — | |
| Structural (Ustr, cov)Method Category=Single Signals2025.12 | 93.5 | — | — | |
| SNGPMethod Category=Score-Based (Probabilistic)2025.12 | 61 | — | — | |
| Deep EnsembleMethod Category=Score-Based (Probabilistic)2025.12 | 58 | — | — | |
| MC DropoutMethod Category=Score-Based (Probabilistic)2025.12 | 56 | — | — | |
| Semantic (Usem, freq)Method Category=Single Signals2025.12 | 54.2 | — | — | |
| UKGEMethod Category=Score-Based (Probabilistic)2025.12 | 52 | — | — |