Anomaly Detection on Facebook
87.58AUROCAnomalyGFM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AnomalyGFMLearning Paradigm=Generalist2026.02 | 87.58 | — | — | |
| CAREEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 79.18 | — | — | |
| GHRNEvaluation Protocol=Supervised (10-shots)2026.01 | 75.98 | — | — | |
| ProMoSzero-shot setting=true2026.05 | 69.31 | — | — | |
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 69.25 | — | — | |
| BWGNNEvaluation Protocol=Supervised (10-shots)2026.01 | 67.74 | — | — | |
| ARCLearning Paradigm=Generalist2026.02 | 67.56 | — | — | |
| ARCEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 66.39 | — | — | |
| OWLEYEEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 66.25 | — | — | |
| TAMzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 65.88 | — | — | |
| TAMEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 63.3 | — | — | |
| UNPromptzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 61.37 | — | — | |
| AnomalyGFMzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 56.55 | — | — | |
| UNPromptEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 55.05 | — | — | |
| BGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 54.74 | — | — | |
| DOMINANTEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 52.31 | — | — | |
| GATzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 51.88 | — | — | |
| DOMINANTzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 51.01 | — | — | |
| BWGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 45.84 | — | — | |
| SLGADEvaluation Protocol=Unsupervised (zero-shot)2026.01 | 45.57 | — | — | |
| GHRNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 44.81 | — | — | |
| HCM-Azero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 35.44 | — | — | |
| GCNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 29.51 | — | — | |
| CoLAzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 12.99 | — | — | |
| ARCLearning setup=Ours2024.05 | — | 8.38 | 1.9 | |
| ARCEvaluation Protocol=Unsupervised (zero-shot)2026.01 | — | 5.39 | — | |
| BGNNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | — | 3.81 | 10.5 | |
| BWGNNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | — | 2.54 | 8.6 | |
| BWGNNEvaluation Protocol=Supervised (10-shot)2026.01 | — | 5.81 | — | |
| CAREEvaluation Protocol=Unsupervised (zero-shot)2026.01 | — | 5.52 | — | |
| CoLALearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | — | 1.9 | 9 | |
| CoLALearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | — | 6.62 | 5.8 | |
| DOMINANTLearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | — | 2.95 | 6.1 | |
| DOMINANTLearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | — | 3.56 | 4 | |
| DOMINANTEvaluation Protocol=Unsupervised (zero-shot)2026.01 | — | 3.42 | — | |
| GATLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | — | 3.14 | 7.3 | |
| GCNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | — | 1.59 | 9.6 | |
| GHRNLearning setup=Supervised, Protocol=Pre-Train Only2024.05 | — | 2.41 | 8.4 | |
| GHRNEvaluation Protocol=Supervised (10-shot)2026.01 | — | 6.24 | — | |
| HCM-ALearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | — | 2.08 | 12.1 | |
| HCM-ALearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | — | 2.23 | 11.9 | |
| OWLEYEEvaluation Protocol=Unsupervised (zero-shot)2026.01 | — | 5.45 | — | |
| SLGADEvaluation Protocol=Unsupervised (zero-shot)2026.01 | — | 0.93 | — | |
| TAMLearning setup=Unsupervised, Protocol=Pre-Train Only2024.05 | — | 8.4 | 5.8 | |
| TAMLearning setup=Unsupervised, Protocol=Pre-Train & Fine-Tune2024.05 | — | 11.11 | 4.1 | |
| TAMEvaluation Protocol=Unsupervised (zero-shot)2026.01 | — | 4.18 | — | |
| UNPromptEvaluation Protocol=Unsupervised (zero-shot)2026.01 | — | 3.31 | — |