Graph Anomaly Detection on Cora
0.9306AUROCTERGAD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TERGAD2026.05 | 0.9306 | 0.6871 | — | — | |
| DOMINANT2026.05 | 0.8852 | 0.2998 | — | — | |
| ARCzeroLearning Paradigm=Generalist, Zero-shot=true2026.02 | 0.8754 | — | — | — | |
| ARCLearning Paradigm=Generalist2026.02 | 0.8745 | — | — | — | |
| GAD-MoRELearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.8639 | — | — | — | |
| GAD-MoREShot count=0-shot2026.02 | 0.8639 | — | — | — | |
| IA-GGADLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.8569 | — | — | — | |
| EvoFGCategory=Generalist method, Setting=Zero-shot2026.02 | 0.8427 | 0.4771 | — | — | |
| AnomalyDAELearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.8401 | — | — | — | |
| ARCCategory=Generalist method, Setting=Zero-shot2026.02 | 0.8398 | 0.4542 | — | — | |
| FIAD2026.05 | 0.8372 | 0.395 | — | — | |
| ARCShot count=10-shot2026.02 | 0.8222 | — | — | — | |
| AHFAN2026.05 | 0.8222 | 0.3862 | — | — | |
| GAAN2026.05 | 0.7679 | 0.2211 | — | — | |
| AnomalyDAE2026.05 | 0.7627 | 0.2891 | — | — | |
| MLPAE2026.05 | 0.7606 | 0.2891 | — | — | |
| GCNAE2026.05 | 0.7605 | 0.278 | — | — | |
| GADNR2026.05 | 0.7536 | 0.3097 | — | — | |
| DOMINANTLearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.02 | 0.7223 | — | — | — | |
| CoLALearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.02 | 0.6762 | — | — | — | |
| CoLA2026.05 | 0.6762 | 0.1762 | — | — | |
| UNPromptLearning Paradigm=Generalist2026.02 | 0.6702 | — | — | — | |
| DOMINANTLearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.02 | 0.6653 | — | — | — | |
| CoLALearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.02 | 0.6329 | — | — | — | |
| UNPromptLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.6318 | — | — | — | |
| AlignGADType=Generalist GAD2026.06 | 0.63 | 0.117 | — | — | |
| UNPromptType=Generalist GAD2026.06 | 0.627 | 0.083 | — | — | |
| BWGNNCategory=Supervised method, Setting=Zero-shot2026.02 | 0.626 | 0.1031 | — | — | |
| TAMLearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.02 | 0.6256 | — | — | — | |
| TAMLearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.02 | 0.6202 | — | — | — | |
| ARCType=Generalist GAD2026.06 | 0.613 | 0.099 | — | — | |
| GHRNCategory=Supervised method, Setting=Zero-shot2026.02 | 0.6017 | 0.1204 | — | — | |
| GHRNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 0.5989 | — | — | — | |
| GCNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 0.5964 | — | — | — | |
| AMNetCategory=Supervised method, Setting=Zero-shot2026.02 | 0.5826 | 0.085 | — | — | |
| GINCategory=Supervised method, Setting=Zero-shot2026.02 | 0.5682 | 0.0622 | — | — | |
| HCM-ALearning Paradigm=Unsupervised, Training Protocol=Pre-Train & Fine-Tune2026.02 | 0.5645 | — | — | — | |
| NRGLType=Supervised2026.06 | 0.562 | 0.044 | — | — | |
| GCNType=Supervised2026.06 | 0.559 | 0.063 | — | — | |
| UNPromptCategory=Generalist method, Setting=Zero-shot2026.02 | 0.5508 | 0.0765 | — | — | |
| GHRNType=Supervised2026.06 | 0.548 | 0.067 | — | — | |
| DOMINANTType=Unsupervised2026.06 | 0.548 | 0.051 | — | — | |
| HCM-ALearning Paradigm=Unsupervised, Training Protocol=Pre-Train Only2026.02 | 0.5428 | — | — | — | |
| BWGNNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 0.5406 | — | — | — | |
| AnomalyGFMCategory=Generalist method, Setting=Zero-shot2026.02 | 0.5339 | 0.0597 | — | — | |
| AnomalyDAEType=Unsupervised2026.06 | 0.53 | 0.056 | — | — | |
| GATType=Supervised2026.06 | 0.524 | 0.053 | — | — | |
| GCNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.5199 | — | — | — | |
| AnomalyGFMLearning Paradigm=Generalist2026.02 | 0.5067 | — | — | — | |
| GADAMType=Unsupervised2026.06 | 0.503 | 0.052 | — | — | |
| GATLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 0.5006 | — | — | — | |
| CoLALearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.4935 | — | — | — | |
| TAMLearning Paradigm=Unsupervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.4878 | — | — | — | |
| GHRNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.4765 | — | — | — | |
| GATLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.4465 | — | — | — | |
| TAMType=Unsupervised2026.06 | 0.437 | 0.046 | — | — | |
| AnomalyGFMShot count=10-shot2026.02 | 0.4356 | — | — | — | |
| SAGECategory=Supervised method, Setting=Zero-shot2026.02 | 0.4335 | 0.0556 | — | — | |
| BGNNLearning Paradigm=Supervised, Training Protocol=Pre-Train Only2026.02 | 0.4245 | — | — | — | |
| AnomalyGFMLearning Paradigm=Generalist, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.4093 | — | — | — | |
| BWGNNLearning Paradigm=Supervised, Evaluation Setting=Zero-shot cross-domain2026.02 | 0.3975 | — | — | — | |
| GGADType=Unsupervised2026.06 | 0.295 | 0.035 | — | — | |
| AHFANTraining setup=Models Trained on Group 1, Evaluation mode=Cross-group2026.05 | — | — | 55.89 | — | |
| AHFANTraining Protocol=Training on Group 12026.05 | — | — | 55.89 | — | |
| AHFANTraining Setup=Training on Group 12026.05 | — | — | — | 6.25 | |
| ANEMONETraining setup=Models Trained on Group 1, Evaluation mode=Cross-group2026.05 | — | — | 47.08 | — | |
| ANEMONETraining Protocol=Training on Group 12026.05 | — | — | 47.08 | — | |
| ANEMONETraining Setup=Training on Group 12026.05 | — | — | — | 5.47 | |
| AnomalyDAEGAD Category=Unsupervised GAD, Training Protocol=UMDT2026.05 | — | 0.0698 | — | — | |
| AnomalyGFMEvaluation Protocol=10-shot2026.02 | — | 0.043 | — | — | |
| AnomalyGFMGAD Category=Generalist GAD, Training Protocol=UMDT2026.05 | — | 0.0486 | — | — | |
| AnomalyGFMTraining setup=Models Trained on Group 1, Evaluation mode=Cross-group2026.05 | — | — | 43.94 | — | |
| AnomalyGFMTraining Protocol=Training on Group 12026.05 | — | — | 43.94 | — | |
| AnomalyGFMTraining Setup=Training on Group 12026.05 | — | — | — | 5.17 | |
| AnomalyGFMtransfer_mode=Fully Cross-Domain2026.05 | — | — | 39.19 | — | |
| AnomalyGFMzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | — | — | 47.83 | — | |
| AnomalyGFMTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | — | — | 56.31 | — | |
| ARCEvaluation Protocol=10-shot2026.02 | — | 0.3923 | — | — | |
| ARCSupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | 0.4802 | — | — | |
| ARCTraining setup=Models Trained on Group 1, Evaluation mode=Cross-group2026.05 | — | — | 87.91 | — | |
| ARCTraining Protocol=Training on Group 12026.05 | — | — | 87.91 | — | |
| ARCTraining Setup=Training on Group 12026.05 | — | — | — | 47.04 | |
| ARCtransfer_mode=Fully Cross-Domain2026.05 | — | — | 88.14 | — | |
| ARCTraining/Inference Setting=Supervised - Pre-Train & Few-Shot Inference, Few-Shot=10-shot2026.05 | — | — | 87.45 | — | |
| BGNNTraining setup=Models Trained on Group 1, Evaluation mode=Cross-group2026.05 | — | — | 52.66 | — | |
| BGNNTraining Protocol=Training on Group 12026.05 | — | — | 52.66 | — | |
| BGNNTraining Setup=Training on Group 12026.05 | — | — | — | 5.76 | |
| BGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | — | — | 42.45 | — | |
| BWGNNSupervision setup=Supervised, Few-shot setting=10-shot2026.01 | — | 0.0957 | — | — | |
| BWGNNGAD Category=Supervised GAD, Training Protocol=UMDT2026.05 | — | 0.0752 | — | — | |
| BWGNNTraining setup=Models Trained on Group 1, Evaluation mode=Cross-group2026.05 | — | — | 63.62 | — | |
| BWGNNTraining Protocol=Training on Group 12026.05 | — | — | 63.62 | — | |
| BWGNNTraining Setup=Training on Group 12026.05 | — | — | — | 11.16 | |
| BWGNNzero-shot setting=true, pre-training paradigm=Supervised - Pre-Train Only2026.05 | — | — | 54.06 | — | |
| CARESupervision setup=Unsupervised & Finetune, Few-shot setting=10-shot2026.01 | — | 0.3952 | — | — | |
| CHRNTraining setup=Models Trained on Group 1, Evaluation mode=Cross-group2026.05 | — | — | 68.18 | — | |
| CHRNTraining Protocol=Training on Group 12026.05 | — | — | 68.18 | — | |
| CHRNTraining Setup=Training on Group 12026.05 | — | — | — | 15.28 | |
| CoLATraining setup=Models Trained on Group 1, Evaluation mode=Cross-group2026.05 | — | — | 66.02 | — | |
| CoLATraining Protocol=Training on Group 12026.05 | — | — | 66.02 | — |