Out-of-Distribution Detection on Pubmed
1.5RankJLDE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| JLDEBackbone=Res-GATE2025.05 | 1.5 | — | — | — | — | |
| GEBMBackbone=GPRGNN2025.05 | 1.8 | — | — | — | — | |
| GEBMBackbone=Res-GAT-Sep2025.05 | 2 | — | — | — | — | |
| Ens.Backbone=Res-GCN2025.05 | 2.5 | — | — | — | — | |
| Ens.Backbone=Res-GAT-Sep2025.05 | 2.5 | — | — | — | — | |
| GEBMBackbone=Res-GCN2025.05 | 2.8 | — | — | — | — | |
| JLDEBackbone=Res-GCN2025.05 | 2.8 | — | — | — | — | |
| GEBMBackbone=Res-GATE2025.05 | 3 | — | — | — | — | |
| Ens.Backbone=Res-GATE2025.05 | 3.2 | — | — | — | — | |
| JLDEBackbone=Res-GAT-Sep2025.05 | 3.5 | — | — | — | — | |
| Ens.Backbone=GPRGNN2025.05 | 3.5 | — | — | — | — | |
| SafeBackbone=GPRGNN2025.05 | 3.5 | — | — | — | — | |
| EBMBackbone=GPRGNN2025.05 | 3.8 | — | — | — | — | |
| JLDEBackbone=GPRGNN2025.05 | 3.8 | — | — | — | — | |
| SafeBackbone=Res-GCN2025.05 | 4 | — | — | — | — | |
| EBMBackbone=Res-GAT-Sep2025.05 | 4 | — | — | — | — | |
| EBMBackbone=Res-GATE2025.05 | 4 | — | — | — | — | |
| EBMBackbone=Res-GCN2025.05 | 4.2 | — | — | — | — | |
| MCDBackbone=Res-GAT-Sep2025.05 | 4.5 | — | — | — | — | |
| SafeBackbone=Res-GAT-Sep2025.05 | 4.5 | — | — | — | — | |
| SafeBackbone=Res-GATE2025.05 | 4.5 | — | — | — | — | |
| MCDBackbone=Res-GCN2025.05 | 4.8 | — | — | — | — | |
| MCDBackbone=Res-GATE2025.05 | 4.8 | — | — | — | — | |
| MCDBackbone=GPRGNN2025.05 | 4.8 | — | — | — | — | |
| EMP2026.03 | — | 92.59 | 61.44 | 51.24 | 92.9 | |
| GNNSAFE2026.03 | — | 90.72 | 82.55 | 75.67 | 71.26 | |
| GNNSAFE++2026.03 | — | 81.89 | 84.62 | 70.76 | 58.98 | |
| GPN2026.03 | — | 92.03 | 60.72 | 49.04 | 95.8 | |
| GRASP2026.03 | — | 90.39 | 83.79 | 79.77 | 72.17 | |
| LECTLLM Backbone=llama2026.03 | — | 92.19 | 89.36 | 86.7 | 51.72 | |
| LECTLLM Backbone=qwen2026.03 | — | 91.81 | 87.41 | 83.28 | 58.44 | |
| LECTLLM Backbone=gemma2026.03 | — | 91.83 | 87.2 | 82.96 | 57.8 | |
| LECTLLM Backbone=chatgpt2026.03 | — | 92.01 | 87.9 | 84.56 | 57.01 | |
| MSP2026.03 | — | 92.68 | 60.53 | 48.67 | 96.65 | |
| NODESAFE2026.03 | — | 91.42 | 83.6 | 79.34 | 63.92 | |
| ODIN2026.03 | — | 92.26 | 59.86 | 49.09 | 92.39 | |
| OODGAT2026.03 | — | 91.52 | 70.08 | 32.67 | 96.55 | |
| OSSNC2026.03 | — | 92.5 | 61.14 | 48.84 | 97.22 |