Graph OOD Detection on IMDB-M IMDB-B
0.856AUCDGP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DGPPre-trained Encoder=SimGRACE2026.03 | 0.856 | — | |
| PGOS2026.02 | 0.854 | — | |
| DGPPre-trained Encoder=GCL2026.03 | 0.8505 | — | |
| AAGODPre-trained Encoder=GCL2026.03 | 0.8384 | — | |
| SIGNET2026.02 | 0.83 | — | |
| CVTGAD2026.02 | 0.825 | — | |
| GCLTraining=Fine-tuned2026.03 | 0.8233 | — | |
| GraphDE2026.03 | 0.8199 | — | |
| HGOE2026.03 | 0.8174 | — | |
| GLocalKD2026.02 | 0.814 | — | |
| AAGODPre-trained Encoder=SimGRACE2026.03 | 0.8138 | — | |
| GCL-MD2026.02 | 0.812 | — | |
| GOODAT2026.02 | 0.81 | — | |
| IG-MD2026.02 | 0.809 | — | |
| OCGIN2026.02 | 0.808 | — | |
| SimGRACETraining=Fine-tuned2026.03 | 0.8079 | — | |
| SEGO2026.03 | 0.8027 | — | |
| GOOD-D2026.03 | 0.7994 | — | |
| GOODAT2026.03 | 0.7903 | — | |
| GlocalKD2026.03 | 0.7825 | — | |
| GOOD-D2026.02 | 0.782 | — | |
| GCLTraining=Self-supervised2026.03 | 0.7665 | — | |
| Local-Prompt2026.03 | 0.7614 | — | |
| PFSOOD2026.03 | 0.7229 | — | |
| OCGIN2026.03 | 0.6793 | — | |
| OCGTL2026.02 | 0.674 | — | |
| SimGRACETraining=Self-supervised2026.03 | 0.6518 | — | |
| IG-iF2026.02 | 0.607 | — | |
| NegLabel2026.03 | 0.5838 | — | |
| GCL-iF2026.02 | 0.58 | — | |
| WL-SVM2026.02 | 0.529 | — | |
| WL-iF2026.02 | 0.526 | — | |
| PK-iF2026.02 | 0.519 | — | |
| AdaNeg2026.03 | 0.4972 | — | |
| PK-SVM2026.02 | 0.49 | — | |
| PRO2026.03 | 0.3752 | — | |
| AAGOD-GCLbackbone=GCL2026.03 | — | 80.16 | |
| AAGOD-Simbackbone=SimGRACE2026.03 | — | 72.46 | |
| AdaNeg2026.03 | — | 49.67 | |
| DGP-GCLbackbone=GCL2026.03 | — | 79.12 | |
| DGP-Simbackbone=SimGRACE2026.03 | — | 78.9 | |
| GCL2026.03 | — | 68.82 | |
| GCLfine-tuned=true2026.03 | — | 71.52 | |
| GlocalKD2026.03 | — | 68.67 | |
| GOOD-D2026.03 | — | 70.8 | |
| GOODAT2026.03 | — | 67.56 | |
| GraphDE2026.03 | — | 76.75 | |
| HGOE2026.03 | — | 74.31 | |
| Local-Prompt2026.03 | — | 72.02 | |
| NegLabel2026.03 | — | 43.26 | |
| OCGIN2026.03 | — | 64.1 | |
| PFSOOD2026.03 | — | 69.87 | |
| PRO2026.03 | — | 47.56 | |
| SEGO2026.03 | — | 76.51 | |
| SimGRACE2026.03 | — | 61.08 | |
| SimGRACEfine-tuned=true2026.03 | — | 70.67 |