OOD detection on Cora
95.87AUROCLG-Plug + GRASP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LG-Plug + GRASPIntegrated with=LG-Plug, Base Method=GRASP2026.02 | 95.87 | 17.11 | — | — | |
| TIDEOOD Exposure=w/ OE2026.05 | 95.76 | 19.34 | 82.2 | 89.68 | |
| LG-Plug + GNNSafeIntegrated with=LG-Plug, Base Method=GNNSafe2026.02 | 95.24 | 23.6 | — | — | |
| LECTLLM Backbone=llama2026.03 | 94.3 | 28.61 | 88.14 | 79.22 | |
| GRASP2026.02 | 93.96 | 32.82 | — | — | |
| LECTLLM Backbone=chatgpt2026.03 | 93.61 | 30.42 | 87.48 | 73.3 | |
| LECTLLM Backbone=gemma2026.03 | 93.43 | 29.68 | 88.49 | 75.06 | |
| LECTLLM Backbone=qwen2026.03 | 93.2 | 27.16 | 88.55 | 73.18 | |
| GNNSafe++OOD Exposure=GS++2026.05 | 93.13 | 37.28 | 82.16 | 85.28 | |
| GNNSAFE++2026.03 | 93.03 | 30.77 | 87.26 | 71.37 | |
| GRASP2026.03 | 92.71 | 31.4 | 87.81 | 72.04 | |
| NODESAFE2026.03 | 92.54 | 37.59 | 88.05 | 71.74 | |
| GOLD2026.02 | 92.48 | 30.35 | — | — | |
| GNNSAFE2026.03 | 92.23 | 34.49 | 88.13 | 70.09 | |
| NODESAFE++OOD Exposure=NS++2026.05 | 91.32 | 42.48 | 74.94 | 82.74 | |
| GLIP-OOD2026.02 | 90.6 | 48.32 | — | — | |
| NodeSafe2026.02 | 90.4 | 44.21 | — | — | |
| GNNSafe2026.02 | 89.8 | 50.47 | — | — | |
| LLMGuard2026.02 | 89.66 | 42.36 | — | — | |
| GOE-LLM2026.02 | 89.44 | 47.28 | — | — | |
| SIGHTBackbone=GCN2026.02 | 89 | — | — | — | |
| RandomSet GNN2026.05 | 88.84 | — | — | — | |
| SIGHTBackbone=GAT2026.02 | 88 | — | — | — | |
| GPN2026.02 | 85.65 | 63.64 | — | — | |
| Energy FTOOD Exposure=Energy Fine-Tuning2026.05 | 85.13 | 51.03 | 80.44 | 67.89 | |
| Credal frozen2026.05 | 84.97 | — | — | — | |
| G-ΔUQBackbone=GAT2026.02 | 83.3 | — | — | — | |
| CredalIJ2026.05 | 83.26 | — | — | — | |
| G-ΔUQBackbone=GCN2026.02 | 83 | — | — | — | |
| ODIN2026.02 | 82.87 | 56.83 | — | — | |
| OSSNC2026.03 | 82.32 | 97.51 | 86.22 | 47.01 | |
| EMP2026.03 | 82.12 | 60.91 | 86.14 | 47 | |
| MSP2026.03 | 81.96 | 99.21 | 86.72 | 43.37 | |
| MSP2026.02 | 80.92 | 60.99 | — | — | |
| ODIN2026.03 | 80.76 | 62.74 | 86.78 | 43.92 | |
| OODGAT2026.03 | 80.31 | 49.09 | 88.08 | 37.51 | |
| OEOOD Exposure=Outlier Exposure2026.05 | 79.76 | 75.22 | 77.69 | 64.93 | |
| GPN2026.03 | 79.71 | 76.66 | 86.84 | 45.33 | |
| Credal ensemble2026.05 | 75.17 | — | — | — | |
| GATBackbone=GAT2026.02 | 73.9 | — | — | — | |
| Mahalanobis2026.02 | 70.91 | 73.51 | — | — | |
| GCNBackbone=GCN2026.02 | 70.4 | — | — | — | |
| Credal final2026.05 | 43.79 | — | — | — |