Anomaly Detection on ACM
58.04AUPRCTAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TAMLearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 58.04 | 4.1 | |
| TAMEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 40.68 | — | |
| ARCLearning setup=Ours2024.05 | 40.62 | 1.9 | |
| OWLEYEEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 39.83 | — | |
| ARCEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 39.26 | — | |
| CAREEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 37.76 | — | |
| DOMINANTEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 32.49 | — | |
| TAMLearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 23.2 | 5.8 | |
| DOMINANTLearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 22.74 | 4 | |
| GHRNEvaluation Protocol=Supervised (10-shot)2026.01 | 16.29 | — | |
| DOMINANTLearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 15.59 | 6.1 | |
| UNPromptEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 14.89 | — | |
| BWGNNEvaluation Protocol=Supervised (10-shot)2026.01 | 13.37 | — | |
| CoLALearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 8.48 | 5.8 | |
| CoLALearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 7.31 | 9 | |
| BWGNNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 7.14 | 8.6 | |
| GHRNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 5.61 | 8.4 | |
| GCNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 5.27 | 9.6 | |
| GATLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 4.7 | 7.3 | |
| HCM-ALearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | 4.41 | 11.9 | |
| HCM-ALearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | 4.01 | 12.1 | |
| BGNNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | 3.48 | 10.5 | |
| SLGADEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 1.33 | — |