Temporal-like Out-of-Distribution Detection on YAGO3-10 (Frequency Mean Split)
0.942AUROCCAGP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CAGPMethod Category=Learned Combinations, alpha=learned2025.12 | 0.942 | — | — | |
| Simple avgMethod Category=Single Signals, alpha=0.52025.12 | 0.892 | — | — | |
| Semantic (Usem, freq)Method Category=Single Signals2025.12 | 0.824 | — | — | |
| Structural (Ustr, cov)Method Category=Single Signals2025.12 | 0.76 | — | — | |
| SNGPMethod Category=Score-Based (Probabilistic)2025.12 | 0.64 | — | — | |
| Deep EnsembleMethod Category=Score-Based (Probabilistic)2025.12 | 0.6 | — | — | |
| MC DropoutMethod Category=Score-Based (Probabilistic)2025.12 | 0.58 | — | — | |
| UKGEMethod Category=Score-Based (Probabilistic)2025.12 | 0.55 | — | — |