Anomaly Detection on Weibo
0.8147AUPRCDOMINANT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DOMINANTLearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 0.8147 | 6.1 | |
| DOMINANTLearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 0.7769 | 4 | |
| GCNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 0.6721 | 9.6 | |
| ARCLearning setup=Ours2024.05 | 0.6418 | 1.9 | |
| ARCEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.6305 | — | |
| OWLEYEEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.593 | — | |
| CAREEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.407 | — | |
| SLGADEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.358 | — | |
| UNPromptEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.3343 | — | |
| GATLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 0.3334 | 7.3 | |
| BGNNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 0.3026 | 10.5 | |
| DOMINANTEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.2963 | — | |
| GHRNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 0.2853 | 8.4 | |
| HCM-ALearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 0.272 | 11.9 | |
| TAMEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.2301 | — | |
| HCM-ALearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 0.2191 | 12.1 | |
| GHRNEvaluation Protocol=Supervised (10-shot)2026.01 | 0.1751 | — | |
| TAMLearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 0.1647 | 4.1 | |
| TAMLearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 0.1646 | 5.8 | |
| CoLALearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 0.1519 | 5.8 | |
| BWGNNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 0.1213 | 8.6 | |
| BWGNNEvaluation Protocol=Supervised (10-shot)2026.01 | 0.0955 | — | |
| CoLALearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 0.0759 | 9 |