Graph Anomaly Detection on YelpChi
83.4AUROCREFI-GAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| REFI-GADTraining setup=Models Trained on Group 1, k=502026.05 | 83.4 | — | |
| REFI-GADTraining Protocol=Training on Group 12026.05 | 83.4 | — | |
| GraphNClabeled normal nodes=15%, runs=52025.10 | 66.3 | 23.89 | |
| DOMINANTlabeled normal nodes=15%, runs=52025.10 | 63.14 | 22.37 | |
| GGADlabeled normal nodes=15%, runs=52025.10 | 61.8 | 22.61 | |
| AnomalyDAElabeled normal nodes=15%, runs=52025.10 | 61.61 | 20.64 | |
| OCGNNlabeled normal nodes=15%, runs=52025.10 | 61.55 | 19.37 | |
| NeighborDivParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 61.52 | — | |
| SmoothGNNTraining setup=Models Trained on Group 12026.05 | 61.3 | — | |
| SmoothGNNTraining Protocol=Training on Group 12026.05 | 61.3 | — | |
| TAMlabeled normal nodes=15%, runs=52025.10 | 60.75 | 21.84 | |
| AEGISlabeled normal nodes=15%, runs=52025.10 | 60.22 | 21.92 | |
| RHOlabeled normal nodes=15%, runs=52025.10 | 59.14 | 19.18 | |
| TAM2023.05 | 56.43 | 7.78 | |
| GAANlabeled normal nodes=15%, runs=52025.10 | 56.05 | 17.24 | |
| GATParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 55.81 | — | |
| UNPromptParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 53.99 | — | |
| UNPromptTraining setup=Models Trained on Group 12026.05 | 53.91 | — | |
| UNPromptTraining Protocol=Training on Group 12026.05 | 53.91 | — | |
| ARCTraining setup=Models Trained on Group 12026.05 | 53.34 | — | |
| ARCTraining Protocol=Training on Group 12026.05 | 53.34 | — | |
| BWGNNTraining setup=Models Trained on Group 12026.05 | 52.76 | — | |
| BWGNNTraining Protocol=Training on Group 12026.05 | 52.76 | — | |
| IA-GGADTraining setup=Models Trained on Group 12026.05 | 52.45 | — | |
| IA-GGADTraining Protocol=Training on Group 12026.05 | 52.45 | — | |
| CoLATraining setup=Models Trained on Group 12026.05 | 52.41 | — | |
| CoLATraining Protocol=Training on Group 12026.05 | 52.41 | — | |
| GGADTraining setup=Models Trained on Group 12026.05 | 52.14 | — | |
| GGADTraining Protocol=Training on Group 12026.05 | 52.14 | — | |
| IA-GGADParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 52.07 | — | |
| GATType=Supervised2026.06 | 51.8 | 5.1 | |
| CHRNTraining setup=Models Trained on Group 12026.05 | 51.72 | — | |
| CHRNTraining Protocol=Training on Group 12026.05 | 51.72 | — | |
| GGADType=Unsupervised2026.06 | 51.3 | 6.1 | |
| GCNTraining setup=Models Trained on Group 12026.05 | 51.21 | — | |
| GCNTraining Protocol=Training on Group 12026.05 | 51.21 | — | |
| ANEMONETraining setup=Models Trained on Group 12026.05 | 50.88 | — | |
| ANEMONETraining Protocol=Training on Group 12026.05 | 50.88 | — | |
| BGNNTraining setup=Models Trained on Group 12026.05 | 50.67 | — | |
| BGNNTraining Protocol=Training on Group 12026.05 | 50.67 | — | |
| GATTraining setup=Models Trained on Group 12026.05 | 50.43 | — | |
| GATTraining Protocol=Training on Group 12026.05 | 50.43 | — | |
| BWGNNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 50.12 | — | |
| GHRNType=Supervised2026.06 | 50.1 | 6.6 | |
| AHFANTraining setup=Models Trained on Group 12026.05 | 49.76 | — | |
| AHFANTraining Protocol=Training on Group 12026.05 | 49.76 | — | |
| ANOMALOUS2023.05 | 49.56 | 5.19 | |
| TAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 49.02 | — | |
| TAMType=Unsupervised2026.06 | 48.6 | 5.7 | |
| GADAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 48.41 | — | |
| ARCType=Generalist GAD2026.06 | 48.2 | 4.8 | |
| NRGLType=Supervised2026.06 | 47.4 | 6.9 | |
| DOMINANTType=Unsupervised2026.06 | 47.3 | 4.9 | |
| GHRNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 47.24 | — | |
| AnomalyGFMParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 46.75 | — | |
| GCNType=Supervised2026.06 | 46.5 | 4.7 | |
| CoLA2023.05 | 46.36 | 4.48 | |
| AnomalyGFMTraining setup=Models Trained on Group 12026.05 | 46.21 | — | |
| AnomalyGFMTraining Protocol=Training on Group 12026.05 | 46.21 | — | |
| GADAMType=Unsupervised2026.06 | 46.2 | 5.5 | |
| HCM-A2023.05 | 45.93 | 2.87 | |
| GADNRlabeled normal nodes=15%, runs=52025.10 | 45.54 | 13.24 | |
| GCNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 44.45 | — | |
| UNPromptType=Generalist GAD2026.06 | 44.4 | 4.3 | |
| ADA-GADlabeled normal nodes=15%, runs=52025.10 | 44 | 12.95 | |
| ComGA2023.05 | 43.91 | 4.23 | |
| AnomalyDAEParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 43.07 | — | |
| DOMINANT2023.05 | 41.33 | 3.95 | |
| iForest2023.05 | 41.2 | 4.09 | |
| AnomalyDAEType=Unsupervised2026.06 | 40.7 | 4.2 | |
| AlignGADType=Generalist GAD2026.06 | 39.2 | 3.8 | |
| SL-GAD2023.05 | 33.12 | 3.5 | |
| ACM2026.03 | — | 21.4 | |
| AdaGNN2026.03 | — | 22.7 | |
| AHFANTraining Setup=Training on Group 12026.05 | — | 6.1 | |
| AMNet2026.03 | — | 23.9 | |
| ANEMONETraining Setup=Training on Group 12026.05 | — | 5.24 | |
| AnomalyGFMTraining Setup=Training on Group 12026.05 | — | 5.42 | |
| ARCTraining Setup=Training on Group 12026.05 | — | 6.23 | |
| BernNet2026.03 | — | 23.9 | |
| BGNNTraining Setup=Training on Group 12026.05 | — | 6.27 | |
| BWGNN2026.03 | — | 23.7 | |
| BWGNNTraining Setup=Training on Group 12026.05 | — | 5.48 | |
| CHRNTraining Setup=Training on Group 12026.05 | — | 5 | |
| CoLATraining Setup=Training on Group 12026.05 | — | 5.67 | |
| ConsisGAD2026.03 | — | 25.9 | |
| DCI2026.03 | — | 24 | |
| FAGCN2026.03 | — | 22.5 | |
| GAS2026.03 | — | 21.7 | |
| GAT2026.03 | — | 25 | |
| GATTraining Setup=Training on Group 12026.05 | — | 6.14 | |
| GCN2026.03 | — | 16.4 | |
| GCNTraining Setup=Training on Group 12026.05 | — | 6.33 | |
| GGADTraining Setup=Training on Group 12026.05 | — | 6.86 | |
| GHRN2026.03 | — | 23.8 | |
| GIN2026.03 | — | 23.7 | |
| H2GCN2026.03 | — | 24.4 | |
| IA-GGADTraining Setup=Training on Group 12026.05 | — | 5.98 | |
| PCGNN2026.03 | — | 25 | |
| REFI-GADTraining Setup=Training on Group 12026.05 | — | 22.27 |