Graph Anomaly Detection on Weibo (test)
6,418AUPRCARC
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ARCEvaluation Protocol=zero-shot2026.01 | 6,418 | — | |
| OWLEYEEvaluation Protocol=zero-shot2026.01 | 6,090 | — | |
| CAREEvaluation Protocol=zero-shot2026.01 | 4,070 | — | |
| SLGADEvaluation Protocol=zero-shot2026.01 | 3,580 | — | |
| DOMINANTEvaluation Protocol=zero-shot2026.01 | 2,963 | — | |
| TAMEvaluation Protocol=zero-shot2026.01 | 2,301 | — | |
| UNPromptEvaluation Protocol=zero-shot2026.01 | 2,058 | — | |
| GHRNEvaluation Protocol=10-shot2026.01 | 1,751 | — | |
| BWGNNEvaluation Protocol=10-shot2026.01 | 955 | — | |
| DOMINANTMethod Category=GAD methods2026.03 | 81.47 | — | |
| DOMINANTParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 81.47 | — | |
| ProMoSParadigm=Ours, Setting=Zero-shot2026.05 | 72.05 | — | |
| TA-GGADMethod Category=GGAD methods2026.03 | 70.18 | — | |
| GCNMethod Category=GAD methods2026.03 | 67.21 | — | |
| GCNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 67.21 | — | |
| ARCMethod Category=GGAD methods2026.03 | 64.18 | — | |
| S-GADMethod Category=GAD methods2026.03 | 62.85 | — | |
| GAD-MoREMethod Category=Generalist, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 60.26 | — | |
| IA-GGADMethod Category=Generalist, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 60.16 | — | |
| AnomalyGFMMethod Category=GGAD methods2026.03 | 37.15 | — | |
| GATMethod Category=GAD methods2026.03 | 33.34 | — | |
| GATParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 33.34 | — | |
| BGNNMethod Category=GAD methods2026.03 | 30.26 | — | |
| BGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 30.26 | — | |
| GHRNMethod Category=GAD methods2026.03 | 28.53 | — | |
| GHRNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 28.53 | — | |
| UNPromptMethod Category=Generalist, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 28.41 | — | |
| GCNMethod Category=Supervised, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 25.97 | — | |
| HCM-AMethod Category=GAD methods2026.03 | 21.91 | — | |
| HCM-AParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 21.91 | — | |
| CAGADMethod Category=GAD methods2026.03 | 20.95 | — | |
| UNPromptMethod Category=GGAD methods2026.03 | 18.67 | — | |
| SpaceGNNMethod Category=GAD methods2026.03 | 17.98 | — | |
| SmoothGNNMethod Category=GAD methods2026.03 | 17.57 | — | |
| GCTAMMethod Category=GAD methods2026.03 | 16.87 | — | |
| TAMMethod Category=GAD methods2026.03 | 16.46 | — | |
| TAMParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 16.46 | — | |
| UNPromptParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 16.04 | — | |
| GATMethod Category=Supervised, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 15.86 | — | |
| CONSISGADMethod Category=GAD methods2026.03 | 14.53 | — | |
| BWGNNMethod Category=GAD methods2026.03 | 12.13 | — | |
| BWGNNParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 12.13 | — | |
| BWGNNMethod Category=Supervised, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 10.47 | — | |
| CoLAMethod Category=Unsupervised, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 9.67 | — | |
| AnomalyGFMMethod Category=Generalist, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 9.05 | — | |
| GHRNMethod Category=Supervised, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 8.35 | — | |
| CoLAMethod Category=GAD methods2026.03 | 7.59 | — | |
| CoLAParadigm=Unsupervised - Pre-Train Only, Setting=Zero-shot2026.05 | 7.59 | — | |
| AnomalyGFMParadigm=Supervised - Pre-Train Only, Setting=Zero-shot2026.05 | 6.79 | — | |
| TAMMethod Category=Unsupervised, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 6.2 | — | |
| AnomalyDAEMethod Category=Unsupervised, Zero-shot cross-domain setting=true, Training Source Graphs=PubMed, Flickr, Reddit, YelpChi2026.02 | 6.1 | — | |
| ARCEvaluation Protocol=In-context Learning2024.05 | — | 88.85 | |
| ARCEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | — | 87.04 | |
| ARCSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | — | 88.43 | |
| BGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | — | 32.75 | |
| BWGNNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | — | 53.38 | |
| BWGNNEvaluation Protocol=Supervised, Shot-count=10-shot2026.01 | — | 61.28 | |
| BWGNNSupervision Type=Supervised, Evaluation Setting=10-shot2026.01 | — | 61.28 | |
| CAREEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | — | 87.65 | |
| CARESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | — | 86.34 | |
| COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | — | 16.27 | |
| COLALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | — | 31.55 | |
| DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | — | 92.88 | |
| DOMINANTLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | — | 92.21 | |
| DOMINANTEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | — | 91.66 | |
| DOMINANTSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | — | 85.42 | |
| GATLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | — | 53.06 | |
| GCNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | — | 76.64 | |
| GHRNLearning Supervision=Supervised, Evaluation Protocol=Pre-Train Only2024.05 | — | 51.87 | |
| GHRNEvaluation Protocol=Supervised, Shot-count=10-shot2026.01 | — | 82.79 | |
| GHRNSupervision Type=Supervised, Evaluation Setting=10-shot2026.01 | — | 82.79 | |
| HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | — | 65.52 | |
| HCM-ALearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | — | 71.89 | |
| OWLEYEEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | — | 88.61 | |
| OWLEYESupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | — | 87.66 | |
| SLGADEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | — | 61.64 | |
| SLGADSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | — | 60.16 | |
| TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train Only2024.05 | — | 71.54 | |
| TAMLearning Supervision=Unsupervised, Evaluation Protocol=Pre-Train & Fine-Tune2024.05 | — | 71.73 | |
| TAMEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | — | 71.73 | |
| TAMSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | — | 71.33 | |
| UNPromptEvaluation Protocol=Unsupervised & Finetune, Shot-count=10-shot2026.01 | — | 53.21 | |
| UNPromptSupervision Type=Unsupervised, Evaluation Setting=zero-shot2026.01 | — | 47.44 |