Anomaly Detection on CiteSeer (AUROC)
91.2AUROCARCzero
Evaluation results
| Method | Links | |
|---|---|---|
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 91.2 | |
| ARCLearning Paradigm=Generalist2026.02 | 90.95 | |
| ProMoSzero-shot setting=true2026.05 | 90.77 | |
| ARCEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 89.58 | |
| OWLEYEEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 84.47 | |
| GHRNEvaluation Protocol=Supervised (10-shots)2026.01 | 77.59 | |
| TAMLearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.02 | 76.54 | |
| DOMINANTEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 74.96 | |
| DOMINANTLearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.02 | 74.69 | |
| UNPromptLearning Paradigm=Generalist2026.02 | 72.84 | |
| TAMLearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.02 | 72.27 | |
| TAMzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 72.27 | |
| CoLALearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.02 | 70.75 | |
| DOMINANTLearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.02 | 69.47 | |
| DOMINANTzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 69.47 | |
| CAREEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 69.43 | |
| TAMEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 67.29 | |
| BWGNNEvaluation Protocol=Supervised (10-shots)2026.01 | 63.05 | |
| CoLALearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.02 | 62.84 | |
| CoLAzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 62.84 | |
| GCNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 60.27 | |
| GCNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 60.27 | |
| UNPromptEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 57.7 | |
| GHRNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 56.04 | |
| GHRNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 56.04 | |
| HCM-ALearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.02 | 55.54 | |
| SLGADEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 55.12 | |
| UNPromptzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 53.7 | |
| BWGNNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 52.61 | |
| BWGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 52.61 | |
| GATLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 51.59 | |
| GATzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 51.59 | |
| AnomalyGFMLearning Paradigm=Generalist2026.02 | 50.63 | |
| AnomalyGFMzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 49.1 | |
| HCM-ALearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.02 | 48.12 | |
| HCM-Azero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 48.12 | |
| BGNNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 42.32 | |
| BGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 42.32 |