OOD detection on PubMed
98.26AUROCTIDE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TIDEOOD Exposure=w/ OE2026.05 | 98.26 | 8.84 | 85.36 | 76.67 | |
| NODESAFE++OOD Exposure=NS++2026.05 | 95.14 | 24.87 | 72.2 | 74.17 | |
| LG-Plug + GRASPIntegrated with=LG-Plug, Base Method=GRASP2026.02 | 94.63 | 20.45 | — | — | |
| GNNSafe++OOD Exposure=GS++2026.05 | 93.77 | 39.58 | 74.06 | 77.88 | |
| LG-Plug + GNNSafeIntegrated with=LG-Plug, Base Method=GNNSafe2026.02 | 92.74 | 27.56 | — | — | |
| NodeSafe2026.02 | 92.16 | 50.35 | — | — | |
| GOLD2026.02 | 91.98 | 48.21 | — | — | |
| GNNSafe2026.02 | 88.42 | 67.28 | — | — | |
| GRASP2026.02 | 88.08 | 35.86 | — | — | |
| GPN2026.02 | 86.75 | 63.77 | — | — | |
| GLIP-OOD2026.02 | 86.62 | 65.39 | — | — | |
| GOE-LLM2026.02 | 86.1 | 66.38 | — | — | |
| SIGHTBackbone=GCN2026.02 | 85.1 | — | — | — | |
| LLMGuard2026.02 | 84.27 | 58.44 | — | — | |
| G-ΔUQBackbone=GAT2026.02 | 82.7 | — | — | — | |
| SIGHTBackbone=GAT2026.02 | 82.1 | — | — | — | |
| OEOOD Exposure=Outlier Exposure2026.05 | 78.38 | 79.05 | 27.67 | 73 | |
| GATBackbone=GAT2026.02 | 77 | — | — | — | |
| Energy FTOOD Exposure=Energy Fine-Tuning2026.05 | 76.25 | 91.02 | 27.61 | 75.8 | |
| G-ΔUQBackbone=GCN2026.02 | 74.8 | — | — | — | |
| GCNBackbone=GCN2026.02 | 72.6 | — | — | — | |
| Mahalanobis2026.02 | 69.7 | 80.5 | — | — | |
| MSP2026.02 | 44.07 | 90.82 | — | — | |
| ODIN2026.02 | 44.07 | 90.82 | — | — |