Anomaly Detection on ACM (AUROC)
0.8947AUROCProMoS
Evaluation Results
| Method | Links | |
|---|---|---|
| ProMoSzero-shot setting=true2026.05 | 0.8947 | |
| TAMLearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.02 | 0.8629 | |
| ARCLearning Paradigm=Generalist2026.02 | 0.7988 | |
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 0.7878 | |
| OWLEYEEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.7857 | |
| ARCEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.7828 | |
| GHRNEvaluation Protocol=Supervised (10-shots)2026.01 | 0.7683 | |
| TAMEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.7516 | |
| TAMzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.7443 | |
| DOMINANTEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.7362 | |
| UNPromptEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.7268 | |
| CAREEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.7095 | |
| BWGNNEvaluation Protocol=Supervised (10-shots)2026.01 | 0.7037 | |
| DOMINANTLearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.02 | 0.7008 | |
| DOMINANTzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.7008 | |
| UNPromptzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.6874 | |
| BWGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.6759 | |
| CoLAzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.6685 | |
| GCNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 0.6049 | |
| GCNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.6049 | |
| GHRNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.5565 | |
| HCM-Azero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.537 | |
| AnomalyGFMzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.534 | |
| SLGADEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 0.5088 | |
| GATzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.4879 | |
| BGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.44 |