Graph Anomaly Detection on BlogCatalog
0.9678AUROCASTDP-GAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ASTDP-GAD2026.04 | 0.9678 | — | — | 0.9012 | |
| DGMES2026.04 | 0.9123 | — | — | 0.8234 | |
| AHFANmini-batch training=true, batch_size=10242026.04 | 0.9089 | — | — | 0.8123 | |
| FIADmini-batch training=true, batch_size=10242026.04 | 0.9012 | — | — | 0.8156 | |
| CoLA2026.04 | 0.8934 | — | — | 0.8012 | |
| GAD-NRmini-batch training=true, batch_size=10242026.04 | 0.8923 | — | — | 0.7987 | |
| GHRN2026.04 | 0.8845 | — | — | 0.7891 | |
| BWGNNmini-batch training=true, batch_size=10242026.04 | 0.8723 | — | — | 0.7765 | |
| GFCN2026.04 | 0.8678 | — | — | 0.7678 | |
| GAGAmini-batch training=true, batch_size=10242026.04 | 0.8567 | — | — | 0.7567 | |
| GDNmini-batch training=true, batch_size=10242026.04 | 0.8345 | — | — | 0.7234 | |
| TAM2023.05 | 0.8248 | 0.4182 | — | — | |
| SL-GAD2023.05 | 0.8123 | 0.3882 | — | — | |
| TERGAD2026.05 | 0.8048 | 0.3825 | — | — | |
| GAAN2026.05 | 0.8029 | 0.3024 | — | — | |
| AHFAN2026.05 | 0.799 | 0.3357 | — | — | |
| HCM-A2023.05 | 0.798 | 0.3139 | — | — | |
| GHRNCategory=Supervised method, Setting=Zero-shot2026.02 | 0.7852 | 0.3689 | — | — | |
| BWGNNCategory=Supervised method, Setting=Zero-shot2026.02 | 0.78 | 0.3739 | — | — | |
| MLPAE2026.05 | 0.7749 | 0.3575 | — | — | |
| CoLA2023.05 | 0.7746 | 0.327 | — | — | |
| FIAD2026.05 | 0.7725 | 0.1693 | — | — | |
| ComGA2023.05 | 0.7683 | 0.3293 | — | — | |
| REFI-GADTraining setup=Models Trained on Group 2, k=502026.05 | 0.7679 | — | — | — | |
| REFI-GADTraining Protocol=Training on Group 22026.05 | 0.7679 | — | — | — | |
| ProMoSzero-shot setting=true2026.05 | 0.7617 | — | — | — | |
| ProMoSTraining/Inference Setting=Unsupervised - Pre-Train Only2026.05 | 0.7617 | — | — | — | |
| DOMINANT2023.05 | 0.759 | 0.3102 | — | — | |
| IA-GGADTraining setup=Models Trained on Group 22026.05 | 0.7522 | — | — | — | |
| IA-GGADTraining Protocol=Training on Group 22026.05 | 0.7522 | — | — | — | |
| EvoFGCategory=Generalist method, Setting=Zero-shot2026.02 | 0.7511 | 0.3651 | — | — | |
| ARCCategory=Generalist method, Setting=Zero-shot2026.02 | 0.7498 | 0.3664 | — | — | |
| AnomalyDAE2026.05 | 0.748 | 0.3699 | — | — | |
| ARCLearning Paradigm=Generalist2026.02 | 0.7476 | — | — | — | |
| ARCTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 0.7476 | — | — | — | |
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 0.7475 | — | — | — | |
| GCNAE2026.05 | 0.7466 | 0.3692 | — | — | |
| DOMINANTLearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.02 | 0.7461 | — | — | — | |
| RAND2026.04 | 0.7456 | — | — | 0.6123 | |
| DOMINANTzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.7425 | — | — | — | |
| ARCTraining setup=Models Trained on Group 22026.05 | 0.7407 | — | — | — | |
| ARCTraining Protocol=Training on Group 22026.05 | 0.7407 | — | — | — | |
| GAD-MoRELearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.7309 | — | — | — | |
| GAD-MoREShot count=0-shot2026.02 | 0.7309 | — | — | — | |
| SmoothGNNTraining setup=Models Trained on Group 22026.05 | 0.7306 | — | — | — | |
| SmoothGNNTraining Protocol=Training on Group 22026.05 | 0.7306 | — | — | — | |
| IA-GGADLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.7303 | — | — | — | |
| ARCShot count=10-shot2026.02 | 0.7259 | — | — | — | |
| UNPromptLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.7085 | — | — | — | |
| DOMINANT2026.05 | 0.6992 | 0.1154 | — | — | |
| BWGNNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.6991 | — | — | — | |
| AMNetCategory=Supervised method, Setting=Zero-shot2026.02 | 0.6947 | 0.3177 | — | — | |
| UNPromptTraining setup=Models Trained on Group 22026.05 | 0.6894 | — | — | — | |
| UNPromptTraining Protocol=Training on Group 22026.05 | 0.6894 | — | — | — | |
| UNPromptzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.6887 | — | — | — | |
| UNPromptCategory=Generalist method, Setting=Zero-shot2026.02 | 0.6871 | 0.2482 | — | — | |
| AnomalyGFMTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | 0.6768 | — | — | — | |
| BWGNNTraining setup=Models Trained on Group 22026.05 | 0.6726 | — | — | — | |
| BWGNNTraining Protocol=Training on Group 22026.05 | 0.6726 | — | — | — | |
| CHRNTraining setup=Models Trained on Group 22026.05 | 0.6509 | — | — | — | |
| CHRNTraining Protocol=Training on Group 22026.05 | 0.6509 | — | — | — | |
| CoLA2026.05 | 0.6369 | 0.1022 | — | — | |
| GHRNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.6228 | — | — | — | |
| CoLATraining setup=Models Trained on Group 22026.05 | 0.6058 | — | — | — | |
| CoLATraining Protocol=Training on Group 22026.05 | 0.6058 | — | — | — | |
| GATTraining setup=Models Trained on Group 22026.05 | 0.605 | — | — | — | |
| GATTraining Protocol=Training on Group 22026.05 | 0.605 | — | — | — | |
| AHFANTraining setup=Models Trained on Group 22026.05 | 0.596 | — | — | — | |
| AHFANTraining Protocol=Training on Group 22026.05 | 0.596 | — | — | — | |
| GGADTraining setup=Models Trained on Group 22026.05 | 0.5883 | — | — | — | |
| GGADTraining Protocol=Training on Group 22026.05 | 0.5883 | — | — | — | |
| GHRNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.5764 | — | — | — | |
| AnomalyDAELearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.5753 | — | — | — | |
| SAGECategory=Supervised method, Setting=Zero-shot2026.02 | 0.5748 | 0.1549 | — | — | |
| GINCategory=Supervised method, Setting=Zero-shot2026.02 | 0.5662 | 0.2335 | — | — | |
| ANOMALOUS2023.05 | 0.5652 | 0.0652 | — | — | |
| GADNR2026.05 | 0.5652 | 0.1623 | — | — | |
| BWGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.5634 | — | — | — | |
| GCNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.5619 | — | — | — | |
| HCM-Azero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.5531 | — | — | — | |
| AnomalyGFMCategory=Generalist method, Setting=Zero-shot2026.02 | 0.5419 | 0.0713 | — | — | |
| BGNNTraining setup=Models Trained on Group 22026.05 | 0.5265 | — | — | — | |
| BGNNTraining Protocol=Training on Group 22026.05 | 0.5265 | — | — | — | |
| GATzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.504 | — | — | — | |
| CoLAzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.5004 | — | — | — | |
| TAMzero-shot setting=true, pre-training paradigm=Unsupervised - Pre-Train Only2026.05 | 0.4986 | — | — | — | |
| CoLALearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.495 | — | — | — | |
| GATLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.4932 | — | — | — | |
| AnomalyGFMzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.4931 | — | — | — | |
| BGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | 0.4767 | — | — | — | |
| AnomalyGFMTraining setup=Models Trained on Group 22026.05 | 0.4516 | — | — | — | |
| AnomalyGFMTraining Protocol=Training on Group 22026.05 | 0.4516 | — | — | — | |
| GCNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.4383 | — | — | — | |
| GCNTraining setup=Models Trained on Group 22026.05 | 0.4306 | — | — | — | |
| GCNTraining Protocol=Training on Group 22026.05 | 0.4306 | — | — | — | |
| AnomalyGFMLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.4093 | — | — | — | |
| AnomalyGFMShot count=10-shot2026.02 | 0.3819 | — | — | — | |
| iForest2023.05 | 0.3765 | 0.0423 | — | — | |
| ANEMONETraining setup=Models Trained on Group 22026.05 | 0.3518 | — | — | — | |
| ANEMONETraining Protocol=Training on Group 22026.05 | 0.3518 | — | — | — |