Graph Out-of-Distribution Detection on BZR and COX2
0.9912AUCDGP
Evaluation Results
| Method | Links | |
|---|---|---|
| DGPPre-trained Encoder=SimGRACE2026.03 | 0.9912 | |
| DGPPre-trained Encoder=GCL2026.03 | 0.9825 | |
| AAGODPre-trained Encoder=GCL2026.03 | 0.9731 | |
| CVTGAD2026.02 | 0.969 | |
| SEGO2026.03 | 0.9666 | |
| GOODAT2026.02 | 0.965 | |
| GOOD-D2026.03 | 0.9499 | |
| PGOS2026.02 | 0.948 | |
| AAGODPre-trained Encoder=SimGRACE2026.03 | 0.9419 | |
| SimGRACETraining=Self-supervised2026.03 | 0.925 | |
| SimGRACETraining=Fine-tuned2026.03 | 0.8738 | |
| SIGOOD2026.02 | 0.8736 | |
| SIGNET2026.02 | 0.869 | |
| InfoGraph-MD2026.02 | 0.8614 | |
| IG-MD2026.02 | 0.858 | |
| GCL-MD2026.02 | 0.848 | |
| GraphCL-MD2026.02 | 0.8364 | |
| GCLTraining=Self-supervised2026.03 | 0.8356 | |
| OCGIN2026.02 | 0.831 | |
| GOODAT2026.02 | 0.8216 | |
| GOODAT2026.03 | 0.8216 | |
| GraphDE2026.03 | 0.8209 | |
| HGOE2026.03 | 0.8096 | |
| OCGTL2026.02 | 0.809 | |
| GLocalKD2026.02 | 0.807 | |
| GCLTraining=Fine-tuned2026.03 | 0.7738 | |
| OCGIN2026.03 | 0.7666 | |
| GOOD-D2026.02 | 0.758 | |
| GlocalKD2026.03 | 0.7575 | |
| Local-Prompt2026.03 | 0.7309 | |
| PFSOOD2026.03 | 0.6408 | |
| InfoGraph-iF2026.02 | 0.6317 | |
| IG-iF2026.02 | 0.627 | |
| GraphCL-iF2026.02 | 0.6 | |
| GCL-iF2026.02 | 0.589 | |
| GTrans2026.02 | 0.5517 | |
| PK-iF2026.02 | 0.528 | |
| PRO2026.03 | 0.5205 | |
| PK-iF2026.02 | 0.5146 | |
| WL-iF2026.02 | 0.5024 | |
| WL-SVM2026.02 | 0.502 | |
| WL-iF2026.02 | 0.5 | |
| WL-OCSVM2026.02 | 0.4916 | |
| WL-LOF2026.02 | 0.4899 | |
| AdaNeg2026.03 | 0.4769 | |
| PK-SVM2026.02 | 0.431 | |
| PK-OCSVM2026.02 | 0.4255 | |
| PK-LOF2026.02 | 0.4222 | |
| NegLabel2026.03 | 0.4118 |