Graph Anomaly Detection on ACM
0.6215AUPRCREFI-GAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| REFI-GADTraining Setup=Training on Group 22026.05 | 0.6215 | — | |
| AHFANTraining Setup=Training on Group 22026.05 | 0.6129 | — | |
| TAMSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | 0.5732 | — | |
| TAM2023.05 | 0.5124 | 0.8878 | |
| TERGAD2026.05 | 0.5068 | 0.9497 | |
| IA-GGADTraining Setup=Training on Group 22026.05 | 0.4782 | — | |
| EvoFGCategory=Generalist method, Setting=Zero-shot2026.02 | 0.4578 | 0.9162 | |
| DOMINANT2023.05 | 0.4402 | 0.8569 | |
| GADNR2026.05 | 0.4281 | 0.7172 | |
| ARCTraining Setup=Training on Group 22026.05 | 0.4079 | — | |
| ARCCategory=Generalist method, Setting=Zero-shot2026.02 | 0.3941 | 0.7729 | |
| OWLEYESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | 0.3916 | — | |
| ARCSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | 0.3913 | — | |
| CARESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | 0.3812 | — | |
| SL-GAD2023.05 | 0.3784 | 0.8479 | |
| GAD-MoREEvaluation Protocol=0-shot2026.02 | 0.3717 | — | |
| ARCEvaluation Protocol=10-shot2026.02 | 0.3653 | — | |
| HCM-A2023.05 | 0.3413 | 0.806 | |
| CoLA2023.05 | 0.3235 | 0.8233 | |
| BWGNNCategory=Supervised method, Setting=Zero-shot2026.02 | 0.3005 | 0.8054 | |
| AMNetCategory=Supervised method, Setting=Zero-shot2026.02 | 0.2923 | 0.7492 | |
| ComGA2023.05 | 0.2873 | 0.8221 | |
| MLPAE2026.05 | 0.2718 | 0.7489 | |
| AnomalyDAE2026.05 | 0.2718 | 0.7486 | |
| AHFAN2026.05 | 0.2615 | 0.8417 | |
| DOMINANTSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | 0.2476 | — | |
| GHRNCategory=Supervised method, Setting=Zero-shot2026.02 | 0.2443 | 0.7573 | |
| SAGECategory=Supervised method, Setting=Zero-shot2026.02 | 0.2362 | 0.8328 | |
| CHRNTraining Setup=Training on Group 22026.05 | 0.2357 | — | |
| GCNAE2026.05 | 0.2311 | 0.7484 | |
| CoLATraining Setup=Training on Group 22026.05 | 0.1816 | — | |
| UNPromptTraining Setup=Training on Group 22026.05 | 0.1695 | — | |
| SmoothGNNTraining Setup=Training on Group 22026.05 | 0.1681 | — | |
| GHRNSupervision setup=Supervised, Few-shot setting=10-shot2026.01 | 0.1629 | — | |
| FIAD2026.05 | 0.1536 | 0.8519 | |
| UNPromptSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | 0.148 | — | |
| UNPromptCategory=Generalist method, Setting=Zero-shot2026.02 | 0.1453 | 0.6931 | |
| BWGNNSupervision setup=Supervised, Few-shot setting=10-shot2026.01 | 0.1337 | — | |
| CoLA2026.05 | 0.1298 | 0.5395 | |
| DOMINANT2026.05 | 0.1135 | 0.8058 | |
| GATTraining Setup=Training on Group 22026.05 | 0.0806 | — | |
| GGADTraining Setup=Training on Group 22026.05 | 0.0734 | — | |
| GCNTraining Setup=Training on Group 22026.05 | 0.071 | — | |
| GINCategory=Supervised method, Setting=Zero-shot2026.02 | 0.069 | 0.4268 | |
| ANOMALOUS2023.05 | 0.0635 | 0.6856 | |
| GAAN2026.05 | 0.0541 | 0.8825 | |
| SLGADSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | 0.0533 | — | |
| BWGNNTraining Setup=Training on Group 22026.05 | 0.0526 | — | |
| AnomalyGFMCategory=Generalist method, Setting=Zero-shot2026.02 | 0.046 | 0.5518 | |
| BGNNTraining Setup=Training on Group 22026.05 | 0.0445 | — | |
| iForest2023.05 | 0.0372 | 0.5118 | |
| ANEMONETraining Setup=Training on Group 22026.05 | 0.0358 | — | |
| AnomalyGFMEvaluation Protocol=10-shot2026.02 | 0.0289 | — | |
| AnomalyGFMTraining Setup=Training on Group 22026.05 | 0.0267 | — | |
| AnomalyDAELearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.776 | |
| AnomalyGFMLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.3891 | |
| AnomalyGFMShot count=10-shot2026.02 | — | 0.4188 | |
| ARCShot count=10-shot2026.02 | — | 0.7833 | |
| BWGNNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.6743 | |
| CoLALearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.493 | |
| GAD-MoRELearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.8117 | |
| GAD-MoREShot count=0-shot2026.02 | — | 0.8117 | |
| GATLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.4654 | |
| GCNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.4769 | |
| GHRNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.5272 | |
| IA-GGADLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.7844 | |
| TAMLearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.5039 | |
| UNPromptLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | — | 0.732 |