Dynamic Graph Anomaly Detection on Wikipedia S2
83.39AUROCTGN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TGNFew-shot=32026.02 | 83.39 | 0.89 | 0 | |
| TGNFew-shot=12026.02 | 83.01 | 1.46 | 0 | |
| SDGADFew-shot=3, Backbone=JODIE2026.02 | 82.23 | 0.73 | 1.51 | |
| TGNFew-shot=22026.02 | 82.13 | 0.87 | 0 | |
| DyRepFew-shot=32026.02 | 82.05 | 0.68 | 0 | |
| SDGADFew-shot=2, Backbone=JODIE2026.02 | 81.86 | 0.87 | 1.06 | |
| JODIEFew-shot=32026.02 | 81.42 | 0.64 | 0 | |
| SDGADFew-shot=1, Backbone=JODIE2026.02 | 81.15 | 0.67 | 1.05 | |
| JODIEFew-shot=22026.02 | 81 | 0.86 | 0 | |
| JODIEFew-shot=12026.02 | 80.96 | 0.63 | 0 | |
| DyRepFew-shot=12026.02 | 80.7 | 0.66 | 0 | |
| DyRepFew-shot=22026.02 | 80.64 | 0.66 | 0 | |
| DyGFormerFew-shot=32026.02 | 79.2 | 0.5 | 0 | |
| DyGFormerFew-shot=22026.02 | 79.14 | 0.48 | 0 | |
| FreeDyGFew-shot=12026.02 | 77.9 | 0.51 | 0 | |
| DyGFormerFew-shot=12026.02 | 77.81 | 0.52 | 0 | |
| FreeDyGFew-shot=22026.02 | 76.22 | 0.5 | 0 | |
| FreeDyGFew-shot=32026.02 | 75.73 | 0.61 | 0 | |
| GraphMixerFew-shot=12026.02 | 75.29 | 0.5 | 0 | |
| CAWNFew-shot=22026.02 | 74.76 | 0.8 | 0 | |
| CAWNFew-shot=32026.02 | 74.28 | 0.78 | 0 | |
| GraphMixerFew-shot=22026.02 | 73.69 | 0.51 | 0 | |
| SDGADFew-shot=3, Backbone=TCL2026.02 | 72.09 | 0.91 | 0.94 | |
| SDGADFew-shot=2, Backbone=TCL2026.02 | 71.53 | 0.85 | 0 | |
| GraphMixerFew-shot=32026.02 | 70.43 | 0.63 | 0 | |
| TCLFew-shot=22026.02 | 70.4 | 0.82 | 0 | |
| TCLFew-shot=32026.02 | 69.37 | 0.78 | 0 | |
| SDGADFew-shot=1, Backbone=TCL2026.02 | 68.29 | 0.91 | 0 | |
| CAWNFew-shot=12026.02 | 67.35 | 0.4 | 0 | |
| TCLFew-shot=12026.02 | 66.75 | 0.75 | 0 | |
| SDGADFew-shot=1, Backbone=TAGT2026.02 | 65.94 | 1.91 | 0.49 | |
| SDGADFew-shot=3, Backbone=TAGT2026.02 | 65.31 | 1.45 | 0.66 | |
| GeneralDyGFew-shot=32026.02 | 64.73 | 0.29 | 0 | |
| SDGADFew-shot=2, Backbone=TAGT2026.02 | 64.67 | 0.97 | 0.89 | |
| SADFew-shot=32026.02 | 64.56 | 0.9 | 0 | |
| SADFew-shot=12026.02 | 64.11 | 1.03 | 0 | |
| GeneralDyGFew-shot=22026.02 | 63.83 | 0.28 | 0 | |
| SADFew-shot=22026.02 | 63.49 | 0.74 | 0 | |
| GeneralDyGFew-shot=12026.02 | 63.02 | 0.26 | 0 | |
| TAGTFew-shot=32026.02 | 59.18 | 0.87 | 0 | |
| TAGTFew-shot=22026.02 | 58.5 | 0.86 | 0 | |
| TAGTFew-shot=12026.02 | 56.3 | 1.81 | 0 |