Anomaly Detection on Tolokers
59.53AUROCGHRN
Evaluation results
| Method | Links | |
|---|---|---|
| GHRNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 59.53 | |
| GATzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 54.86 | |
| AnomalyGFMLearning Paradigm=Generalist2026.02 | 54.73 | |
| HCM-Azero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 54.46 | |
| BWGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 53.82 | |
| ARCLearning Paradigm=Generalist2026.02 | 53.08 | |
| ProMoSzero-shot setting=true2026.05 | 52.8 | |
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 51.7 | |
| BGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 51.53 | |
| CoLAzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 51.02 | |
| GCNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 50.79 | |
| TAMzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 50.51 | |
| GHRNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 48.29 | |
| AnomalyGFMzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 48.16 | |
| DOMINANTzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 48.12 | |
| UNPromptzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 38.6 |