Graph Anomaly Detection on Facebook
0.9467AUROCREFI-GAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| REFI-GADTraining setup=Models Trained on Group 1, k=502026.05 | 0.9467 | — | |
| REFI-GADTraining Protocol=Training on Group 12026.05 | 0.9467 | — | |
| ANOMIX2024.10 | 0.9188 | — | |
| TAM2023.05 | 0.9144 | 0.2233 | |
| ANOMALOUS2023.05 | 0.9021 | 0.1898 | |
| CoLA2023.05 | 0.8434 | 0.2106 | |
| CoLA2024.10 | 0.8344 | — | |
| AnomalyGFMShot count=10-shot2026.02 | 0.8196 | — | |
| IA-GGADTraining setup=Models Trained on Group 12026.05 | 0.7976 | — | |
| IA-GGADTraining Protocol=Training on Group 12026.05 | 0.7976 | — | |
| SL-GAD2023.05 | 0.7936 | 0.1316 | |
| MetaGAD2024.10 | 0.7838 | — | |
| LHML2024.10 | 0.7826 | — | |
| ANEMONE2024.10 | 0.7693 | — | |
| GCNTraining setup=Models Trained on Group 12026.05 | 0.7635 | — | |
| GCNTraining Protocol=Training on Group 12026.05 | 0.7635 | — | |
| GDN2024.10 | 0.7626 | — | |
| UNPromptTraining setup=Models Trained on Group 12026.05 | 0.7582 | — | |
| UNPromptTraining Protocol=Training on Group 12026.05 | 0.7582 | — | |
| GAD-MoRELearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.7575 | — | |
| GAD-MoREShot count=0-shot2026.02 | 0.7575 | — | |
| AnomalyGFMTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 0.7566 | — | |
| AnomalyGFMLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.7445 | — | |
| HCM-A2023.05 | 0.7387 | 0.0713 | |
| SAGECategory=Supervised method, Setting=Zero-shot2026.02 | 0.7338 | 0.087 | |
| AnomalyGFMTraining setup=Models Trained on Group 12026.05 | 0.7108 | — | |
| AnomalyGFMTraining Protocol=Training on Group 12026.05 | 0.7108 | — | |
| CoLATraining setup=Models Trained on Group 12026.05 | 0.7088 | — | |
| CoLATraining Protocol=Training on Group 12026.05 | 0.7088 | — | |
| GHRNCategory=Supervised method, Setting=Zero-shot2026.02 | 0.6987 | 0.0622 | |
| IA-GGADLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.6959 | — | |
| ProMoSTraining/Inference Setting=Unsupervised - Pre-Train Only2026.05 | 0.6931 | — | |
| ARCTraining setup=Models Trained on Group 12026.05 | 0.6769 | — | |
| ARCTraining Protocol=Training on Group 12026.05 | 0.6769 | — | |
| ARCTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 0.6756 | — | |
| EvoFGCategory=Generalist method, Setting=Zero-shot2026.02 | 0.6626 | 0.0609 | |
| BGNNTraining setup=Models Trained on Group 12026.05 | 0.658 | — | |
| BGNNTraining Protocol=Training on Group 12026.05 | 0.658 | — | |
| ARCShot count=10-shot2026.02 | 0.6494 | — | |
| GRADATE2024.10 | 0.6492 | — | |
| BWGNNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.6484 | — | |
| ARCCategory=Generalist method, Setting=Zero-shot2026.02 | 0.6374 | 0.0594 | |
| AMNetCategory=Supervised method, Setting=Zero-shot2026.02 | 0.6365 | 0.0513 | |
| BWGNNCategory=Supervised method, Setting=Zero-shot2026.02 | 0.6316 | 0.0565 | |
| ComGA2024.10 | 0.6167 | — | |
| UNPromptLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.6064 | — | |
| ComGA2023.05 | 0.6055 | 0.0354 | |
| DOMINANT2024.10 | 0.5697 | — | |
| DOMINANT2023.05 | 0.5677 | 0.0314 | |
| DeepSAD2024.10 | 0.5672 | — | |
| UNPromptCategory=Generalist method, Setting=Zero-shot2026.02 | 0.5663 | 0.0293 | |
| GATTraining setup=Models Trained on Group 12026.05 | 0.5533 | — | |
| GATTraining Protocol=Training on Group 12026.05 | 0.5533 | — | |
| TAMLearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.5456 | — | |
| GHRNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.5404 | — | |
| GATLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.5396 | — | |
| iForest2023.05 | 0.5382 | 0.0316 | |
| SmoothGNNTraining setup=Models Trained on Group 12026.05 | 0.5362 | — | |
| SmoothGNNTraining Protocol=Training on Group 12026.05 | 0.5362 | — | |
| Semi-GNN2024.10 | 0.5288 | — | |
| CoLALearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.507 | — | |
| GCNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.4609 | — | |
| ANEMONETraining setup=Models Trained on Group 12026.05 | 0.4555 | — | |
| ANEMONETraining Protocol=Training on Group 12026.05 | 0.4555 | — | |
| BWGNNTraining setup=Models Trained on Group 12026.05 | 0.4155 | — | |
| BWGNNTraining Protocol=Training on Group 12026.05 | 0.4155 | — | |
| GINCategory=Supervised method, Setting=Zero-shot2026.02 | 0.3971 | 0.0185 | |
| CHRNTraining setup=Models Trained on Group 12026.05 | 0.3307 | — | |
| CHRNTraining Protocol=Training on Group 12026.05 | 0.3307 | — | |
| AnomalyGFMCategory=Generalist method, Setting=Zero-shot2026.02 | 0.3221 | 0.0163 | |
| AHFANTraining setup=Models Trained on Group 12026.05 | 0.3211 | — | |
| AHFANTraining Protocol=Training on Group 12026.05 | 0.3211 | — | |
| GGADTraining setup=Models Trained on Group 12026.05 | 0.2024 | — | |
| GGADTraining Protocol=Training on Group 12026.05 | 0.2024 | — | |
| AnomalyDAELearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.1087 | — | |
| AHFANTraining Setup=Training on Group 12026.05 | — | 0.0909 | |
| ANEMONETraining Setup=Training on Group 12026.05 | — | 0.0257 | |
| AnomalyGFMEvaluation Protocol=10-shot2026.02 | — | 16.53 | |
| AnomalyGFMTraining Setup=Training on Group 12026.05 | — | 0.0642 | |
| ARCEvaluation Protocol=10-shot2026.02 | — | 4.92 | |
| ARCSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | 0.0492 | |
| ARCTraining Setup=Training on Group 12026.05 | — | 0.0704 | |
| BGNNTraining Setup=Training on Group 12026.05 | — | 0.0709 | |
| BWGNNSupervision setup=Supervised, Few-shot setting=10-shot2026.01 | — | 0.0581 | |
| BWGNNTraining Setup=Training on Group 12026.05 | — | 0.0219 | |
| CARESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | 0.0586 | |
| CHRNTraining Setup=Training on Group 12026.05 | — | 0.017 | |
| CoLATraining Setup=Training on Group 12026.05 | — | 0.0735 | |
| DOMINANTSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | 0.0412 | |
| GAD-MoREEvaluation Protocol=0-shot2026.02 | — | 9 | |
| GATTraining Setup=Training on Group 12026.05 | — | 0.0246 | |
| GCNTraining Setup=Training on Group 12026.05 | — | 0.0495 | |
| GGADTraining Setup=Training on Group 12026.05 | — | 0.0141 | |
| GHRNSupervision setup=Supervised, Few-shot setting=10-shot2026.01 | — | 0.0624 | |
| IA-GGADTraining Setup=Training on Group 12026.05 | — | 0.0559 | |
| OWLEYESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | 0.0683 | |
| REFI-GADTraining Setup=Training on Group 12026.05 | — | 0.2976 | |
| SLGADSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | 0.0381 | |
| SmoothGNNTraining Setup=Training on Group 12026.05 | — | 0.0457 | |
| TAMSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | 0.1173 |