Graph Anomaly Detection on DBLP (ROC-AUC, PR-AUC)
97.72ROC-AUCTERGAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TERGAD2026.05 | 97.72 | 73.95 | |
| DOMINANT2026.05 | 95.41 | 39.64 | |
| FIAD2026.05 | 88.42 | 26.55 | |
| CLDG++Supervision type=unsupervised2026.05 | 86.41 | — | |
| CLDGSupervision type=unsupervised2026.05 | 84.89 | — | |
| AHFAN2026.05 | 83.9 | 35.32 | |
| SADSupervision type=semi-supervised, Temporal information usage=true2026.05 | 78.24 | — | |
| GCNAE2026.05 | 74.4 | 35 | |
| MLPAE2026.05 | 74.32 | 35.24 | |
| AnomalyDAE2026.05 | 74.17 | 35.24 | |
| GAAN2026.05 | 73.93 | 34.9 | |
| GADNR2026.05 | 73.93 | 35.68 | |
| CoLASupervision type=unsupervised, Temporal information usage=false2026.05 | 71.06 | — | |
| ANEMONESupervision type=unsupervised, Temporal information usage=false2026.05 | 70.69 | — | |
| GRADATESupervision type=unsupervised, Temporal information usage=false2026.05 | 69.53 | — | |
| AEGISSupervision type=unsupervised, Temporal information usage=false2026.05 | 59.18 | — | |
| CoLA2026.05 | 55.67 | 13.34 | |
| NetWalkSupervision type=unsupervised, Temporal information usage=true2026.05 | 54.42 | — | |
| TADDYSupervision type=unsupervised, Temporal information usage=true2026.05 | 50.93 | — |