Graph Anomaly Detection on T-Finance (AUC, F1)
98.66AUCSignGAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SignGADTraining Ratio=10%2026.05 | 98.66 | — | 93.83 | |
| SignGADTraining Ratio=5%2026.05 | 98.34 | — | 93.29 | |
| TAQ-GADTraining Ratio=10%2026.05 | 97.96 | — | 93.13 | |
| SignGADTraining Ratio=3%2026.05 | 97.83 | — | 92.27 | |
| SpaceGNNTraining Ratio=10%2026.05 | 97.69 | — | 93.54 | |
| TAQ-GADTraining Ratio=5%2026.05 | 97.64 | — | 92.67 | |
| ConsisGADTraining Ratio=10%2026.05 | 97.47 | — | 93.26 | |
| SpaceGNNTraining Ratio=5%2026.05 | 97.33 | — | 93.11 | |
| ConsisGADTraining Ratio=5%2026.05 | 97.16 | — | 92.83 | |
| TAQ-GADTraining Ratio=3%2026.05 | 97.13 | — | 91.86 | |
| SpaceGNNTraining Ratio=3%2026.05 | 96.86 | — | 92.47 | |
| SignGADTraining Ratio=1%2026.05 | 96.79 | — | 90.42 | |
| ConsisGADTraining Ratio=3%2026.05 | 96.51 | — | 92.14 | |
| TAQ-GADTraining Ratio=1%2026.05 | 96.02 | — | 90.11 | |
| SpaceGNNTraining Ratio=1%2026.05 | 95.84 | — | 91.21 | |
| ConsisGADTraining Ratio=1%2026.05 | 95.33 | — | 90.97 | |
| ASTDP-GAD2026.04 | 94.56 | 88.23 | — | |
| NeighborDivParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 91.14 | — | — | |
| GHRN2026.04 | 87.38 | 77.76 | — | |
| GAGAmini-batch training=true, batch_size=10242026.04 | 87.21 | 70.77 | — | |
| DGMES2026.04 | 86.23 | 71.23 | — | |
| GAD-NRmini-batch training=true, batch_size=10242026.04 | 86.21 | 72.34 | — | |
| BWGNNmini-batch training=true, batch_size=10242026.04 | 84.92 | 67.61 | — | |
| GFCN2026.04 | 84.56 | 68.91 | — | |
| FIADmini-batch training=true, batch_size=10242026.04 | 84.51 | 60.51 | — | |
| AHFANmini-batch training=true, batch_size=10242026.04 | 83.61 | 56.91 | — | |
| CoLA2026.04 | 83.45 | 68.91 | — | |
| GADAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 78.28 | — | — | |
| SmoothGNNCategory=Contrast.2026.01 | 75.5 | 58.5 | — | |
| AC2L-GADCategory=Ours2026.01 | 73.1 | 53.1 | — | |
| RAND2026.04 | 72.34 | 52.34 | — | |
| GHRNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 72.1 | — | — | |
| GDNmini-batch training=true, batch_size=10242026.04 | 72 | 53.39 | — | |
| IA-GGADParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 68.68 | — | — | |
| ADA-GADCategory=Recon.2026.01 | 65.3 | 53.1 | — | |
| FedCADCategory=Contrast.2026.01 | 61.9 | 46.5 | — | |
| TAMCategory=Contrast.2026.01 | 61.7 | 48.5 | — | |
| DOMINANTCategory=Recon.2026.01 | 60.9 | 51.8 | — | |
| GRADATECategory=Contrast.2026.01 | 59.9 | 45.5 | — | |
| Sub-CRCategory=Contrast.2026.01 | 58.6 | 43.3 | — | |
| FedCLGNCategory=Contrast.2026.01 | 58.6 | 42.5 | — | |
| AnomalyDAECategory=Recon.2026.01 | 58.1 | 42.1 | — | |
| GAD-NRCategory=Recon.2026.01 | 57.9 | 42.2 | — | |
| CoLACategory=Contrast.2026.01 | 57.3 | 43.7 | — | |
| ALARMCategory=Recon.2026.01 | 56.3 | 40.1 | — | |
| BWGNNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 56.12 | — | — | |
| TAMParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 55.99 | — | — | |
| ComGACategory=Recon.2026.01 | 55.4 | 38.6 | — | |
| AnomalyGFMParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 54.11 | — | — | |
| AD-GCLCategory=Contrast.2026.01 | 53.5 | 41.5 | — | |
| GCNParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 50.42 | — | — | |
| GATParadigm=Supervised GAD, Evaluation Protocol=UMDT2026.05 | 50 | — | — | |
| ANEMONECategory=Contrast.2026.01 | 49.3 | 35.5 | — | |
| GUIDECategory=Trad.2026.01 | 36.3 | 28.1 | — | |
| AnomalyDAEParadigm=Unsupervised GAD, Evaluation Protocol=UMDT2026.05 | 30.96 | — | — | |
| ANOMALOUSCategory=Trad.2026.01 | 28.2 | 22.6 | — | |
| RadarCategory=Trad.2026.01 | 28.2 | 22.2 | — | |
| UNPromptParadigm=Generalist GAD, Evaluation Protocol=UMDT2026.05 | 27.81 | — | — |