Graph Anomaly Detection on Questions
26.8AUPRCConsisGAD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ConsisGAD2026.05 | 26.8 | 63.8 | |
| CGNN2026.05 | 26.5 | 59.5 | |
| GHRN2026.05 | 24.4 | 60.5 | |
| BWGNN2026.05 | 24.2 | 61.1 | |
| SAWGAD2026.05 | 23.7 | 65.7 | |
| GATSep2026.05 | 21.8 | 63.1 | |
| MLP2026.05 | 20.7 | 60.9 | |
| PCGNN2026.05 | 20 | 57.6 | |
| GAT2026.05 | 18.5 | 60.4 | |
| CAREGNN2026.05 | 18.5 | 60.6 | |
| GIN2026.05 | 17.2 | 58.9 | |
| H2FD2026.05 | 15.2 | 56.5 | |
| GraphSAGE2026.05 | 15 | 50.2 | |
| GCN2026.05 | 13.2 | 47.3 | |
| SAGAD2026.03 | 11 | — | |
| ConsisGAD2026.03 | 7.9 | — | |
| XGBGraph2026.03 | 7.7 | — | |
| H2GCN2026.03 | 7.4 | — | |
| AMNet2026.03 | 7.4 | — | |
| SpaceGNN2026.03 | 7.4 | — | |
| AHFANTraining Setup=Training on Group 12026.05 | 7.31 | — | |
| GAT2026.03 | 7.3 | — | |
| FAGCN2026.03 | 7.3 | — | |
| ACM2026.03 | 7.2 | — | |
| GIN2026.03 | 6.7 | — | |
| BernNet2026.03 | 6.7 | — | |
| BWGNN2026.03 | 6.5 | — | |
| GHRN2026.03 | 6.5 | — | |
| PCGNN2026.03 | 6.4 | — | |
| GAS2026.03 | 6.3 | — | |
| GCN2026.03 | 6.1 | — | |
| DCI2026.03 | 6.1 | — | |
| SAGE2026.03 | 5.5 | — | |
| IA-GGADGAD Category=Generalist GAD, Training Protocol=UMDT2026.05 | 5.33 | — | |
| AdaGNN2026.03 | 5.3 | — | |
| SmoothGNNTraining Setup=Training on Group 12026.05 | 4.69 | — | |
| REFI-GADTraining Setup=Training on Group 12026.05 | 4.55 | — | |
| CHRNTraining Setup=Training on Group 12026.05 | 4.5 | — | |
| IA-GGADTraining Setup=Training on Group 12026.05 | 4.38 | — | |
| GGADTraining Setup=Training on Group 12026.05 | 4.32 | — | |
| BWGNNTraining Setup=Training on Group 12026.05 | 4.3 | — | |
| ARCTraining Setup=Training on Group 12026.05 | 4.16 | — | |
| TAMGAD Category=Unsupervised GAD, Training Protocol=UMDT2026.05 | 4 | — | |
| NeighborDivGAD Category=Generalist GAD, Training Protocol=UMDT2026.05 | 4 | — | |
| GCNGAD Category=Supervised GAD, Training Protocol=UMDT2026.05 | 3.89 | — | |
| BGNNTraining Setup=Training on Group 12026.05 | 3.84 | — | |
| AnomalyDAEGAD Category=Unsupervised GAD, Training Protocol=UMDT2026.05 | 3.73 | — | |
| GATTraining Setup=Training on Group 12026.05 | 3.5 | — | |
| CoLATraining Setup=Training on Group 12026.05 | 3.45 | — | |
| GADAMGAD Category=Unsupervised GAD, Training Protocol=UMDT2026.05 | 3.36 | — | |
| BWGNNGAD Category=Supervised GAD, Training Protocol=UMDT2026.05 | 3.36 | — | |
| GHRNGAD Category=Supervised GAD, Training Protocol=UMDT2026.05 | 3.33 | — | |
| AnomalyGFMTraining Setup=Training on Group 12026.05 | 3.17 | — | |
| ANEMONETraining Setup=Training on Group 12026.05 | 3.16 | — | |
| GATGAD Category=Supervised GAD, Training Protocol=UMDT2026.05 | 3.08 | — | |
| AnomalyGFMGAD Category=Generalist GAD, Training Protocol=UMDT2026.05 | 3.05 | — | |
| UNPromptTraining Setup=Training on Group 12026.05 | 2.97 | — | |
| UNPromptGAD Category=Generalist GAD, Training Protocol=UMDT2026.05 | 2.81 | — | |
| GCNTraining Setup=Training on Group 12026.05 | 2.47 | — | |
| AHFANTraining setup=Models Trained on Group 12026.05 | — | 54.01 | |
| AHFANTraining Protocol=Training on Group 12026.05 | — | 54.01 | |
| ANEMONETraining setup=Models Trained on Group 12026.05 | — | 51.55 | |
| ANEMONETraining Protocol=Training on Group 12026.05 | — | 51.55 | |
| AnomalyDAEParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | — | 53.61 | |
| AnomalyGFMParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | — | 52.53 | |
| AnomalyGFMTraining setup=Models Trained on Group 12026.05 | — | 53.34 | |
| AnomalyGFMTraining Protocol=Training on Group 12026.05 | — | 53.34 | |
| ARCTraining setup=Models Trained on Group 12026.05 | — | 57.96 | |
| ARCTraining Protocol=Training on Group 12026.05 | — | 57.96 | |
| BGNNTraining setup=Models Trained on Group 12026.05 | — | 56.8 | |
| BGNNTraining Protocol=Training on Group 12026.05 | — | 56.8 | |
| BWGNNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | — | 52.61 | |
| BWGNNTraining setup=Models Trained on Group 12026.05 | — | 57.59 | |
| BWGNNTraining Protocol=Training on Group 12026.05 | — | 57.59 | |
| CHRNTraining setup=Models Trained on Group 12026.05 | — | 59.81 | |
| CHRNTraining Protocol=Training on Group 12026.05 | — | 59.81 | |
| CoLATraining setup=Models Trained on Group 12026.05 | — | 53.23 | |
| CoLATraining Protocol=Training on Group 12026.05 | — | 53.23 | |
| GADAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | — | 50.66 | |
| GATParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | — | 52.98 | |
| GATTraining setup=Models Trained on Group 12026.05 | — | 57.37 | |
| GATTraining Protocol=Training on Group 12026.05 | — | 57.37 | |
| GCNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | — | 54.47 | |
| GCNTraining setup=Models Trained on Group 12026.05 | — | 41.37 | |
| GCNTraining Protocol=Training on Group 12026.05 | — | 41.37 | |
| GGADTraining setup=Models Trained on Group 12026.05 | — | 58.92 | |
| GGADTraining Protocol=Training on Group 12026.05 | — | 58.92 | |
| GHRNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | — | 52.12 | |
| IA-GGADParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | — | 62.51 | |
| IA-GGADTraining setup=Models Trained on Group 12026.05 | — | 59.13 | |
| IA-GGADTraining Protocol=Training on Group 12026.05 | — | 59.13 | |
| NeighborDivParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | — | 58.32 | |
| REFI-GADTraining setup=Models Trained on Group 1, k=502026.05 | — | 60.27 | |
| REFI-GADTraining Protocol=Training on Group 12026.05 | — | 60.27 | |
| SmoothGNNTraining setup=Models Trained on Group 12026.05 | — | 59.01 | |
| SmoothGNNTraining Protocol=Training on Group 12026.05 | — | 59.01 | |
| TAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | — | 51.08 | |
| UNPromptParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | — | 46.26 | |
| UNPromptTraining setup=Models Trained on Group 12026.05 | — | 46.72 | |
| UNPromptTraining Protocol=Training on Group 12026.05 | — | 46.72 |