Anomaly detection on CiteSeer
45.94AUPRCARC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ARCEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 45.94 | — | |
| ARCLearning setup=Ours2024.05 | 45.77 | 1.9 | |
| OWLEYEEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 43.14 | — | |
| DOMINANTLearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 23.02 | 4 | |
| CoLALearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 19.51 | 5.8 | |
| DOMINANTEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 18.74 | — | |
| TAMLearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 18.66 | 4.1 | |
| GHRNEvaluation Protocol=Supervised (10-shot)2026.01 | 14.04 | — | |
| DOMINANTLearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 13.85 | 6.1 | |
| CAREEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 12.47 | — | |
| TAMLearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 11.55 | 5.8 | |
| BWGNNEvaluation Protocol=Supervised (10-shot)2026.01 | 10.31 | — | |
| TAMEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 8.8 | — | |
| CoLALearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 8.33 | 9 | |
| GHRNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 7.79 | 8.4 | |
| GCNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 6.4 | 9.6 | |
| BWGNNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 6.35 | 8.6 | |
| UNPromptEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 5.81 | — | |
| GATLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 5.58 | 7.3 | |
| HCM-ALearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 4.76 | 11.9 | |
| HCM-ALearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 4.18 | 12.1 | |
| BGNNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 3.91 | 10.5 | |
| SLGADEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 3.87 | — |