Anomaly Detection on Weibo (AUROC)
0.9288AUROCDOMINANT
Evaluation Results
| Method | Links | |
|---|---|---|
| DOMINANTLearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.02 | 0.9288 | |
| DOMINANTzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.9288 | |
| ProMoSzero-shot setting=true2026.05 | 0.9174 | |
| ARCLearning Paradigm=Generalist2026.02 | 0.8885 | |
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 0.8871 | |
| OWLEYEEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.8749 | |
| ARCEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.8715 | |
| CAREEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.8634 | |
| DOMINANTEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.8542 | |
| GHRNEvaluation Protocol=Supervised (10-shots)2026.01 | 0.8279 | |
| GCNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.7664 | |
| TAMzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.7154 | |
| TAMEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.7133 | |
| UNPromptEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.6694 | |
| HCM-Azero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.6552 | |
| BWGNNEvaluation Protocol=Supervised (10-shots)2026.01 | 0.6128 | |
| SLGADEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.6016 | |
| BWGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.5338 | |
| GATzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.5306 | |
| GHRNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.5187 | |
| AnomalyGFMzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.5124 | |
| UNPromptzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.4494 | |
| BGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.3275 | |
| CoLAzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.1627 |