Dynamic Graph Anomaly Detection on MOOC S2
68.71AUROCGraphMixer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GraphMixerFew-shot=2, scenario=S22026.02 | 68.71 | 2.16 | 0 | |
| GraphMixerFew-shot=1, scenario=S22026.02 | 68.45 | 2.38 | 0 | |
| GraphMixerFew-shot=3, scenario=S22026.02 | 67.99 | 2.3 | 0 | |
| SDGAD (TCL backbone)Few-shot=3, scenario=S2, backbone=TCL2026.02 | 67.17 | 2.79 | 1.62 | |
| FreeDyGFew-shot=2, scenario=S22026.02 | 67.11 | 2.13 | 0 | |
| SDGAD (TAGT backbone)Few-shot=3, scenario=S2, backbone=TAGT2026.02 | 66.35 | 2.57 | 2.05 | |
| CAWNFew-shot=3, scenario=S22026.02 | 66.34 | 1.68 | 0 | |
| SADFew-shot=3, scenario=S22026.02 | 66.28 | 2.3 | 0 | |
| GeneralDyGFew-shot=3, scenario=S22026.02 | 66.2 | 2.21 | 0 | |
| SDGAD (TAGT backbone)Few-shot=2, scenario=S2, backbone=TAGT2026.02 | 66.2 | 2.58 | 1.78 | |
| CAWNFew-shot=2, scenario=S22026.02 | 66.15 | 2.02 | 0 | |
| SDGAD (TAGT backbone)Few-shot=1, scenario=S2, backbone=TAGT2026.02 | 66.13 | 2.55 | 1.95 | |
| SDGAD (TCL backbone)Few-shot=2, scenario=S2, backbone=TCL2026.02 | 66.02 | 2.7 | 1.66 | |
| DyGFormerFew-shot=2, scenario=S22026.02 | 65.92 | 2.39 | 0 | |
| TCLFew-shot=3, scenario=S22026.02 | 65.67 | 1.99 | 0 | |
| GeneralDyGFew-shot=2, scenario=S22026.02 | 65.52 | 1.43 | 0 | |
| SADFew-shot=2, scenario=S22026.02 | 65.28 | 2.22 | 0 | |
| TGNFew-shot=3, scenario=S22026.02 | 65.19 | 2.15 | 0 | |
| SADFew-shot=1, scenario=S22026.02 | 65.17 | 2.3 | 0 | |
| TGNFew-shot=2, scenario=S22026.02 | 65.11 | 2.23 | 0 | |
| TCLFew-shot=2, scenario=S22026.02 | 64.95 | 2.49 | 0 | |
| TAGTFew-shot=1, scenario=S22026.02 | 64.82 | 2.35 | 0 | |
| TGNFew-shot=1, scenario=S22026.02 | 64.8 | 2.22 | 0 | |
| GeneralDyGFew-shot=1, scenario=S22026.02 | 64.49 | 1.89 | 0 | |
| SDGAD (TCL backbone)Few-shot=1, scenario=S2, backbone=TCL2026.02 | 64.38 | 2.04 | 1.63 | |
| TAGTFew-shot=3, scenario=S22026.02 | 64.31 | 2.18 | 0 | |
| DyRepFew-shot=2, scenario=S22026.02 | 63.92 | 1.69 | 0 | |
| TAGTFew-shot=2, scenario=S22026.02 | 63.82 | 2.1 | 0 | |
| DyRepFew-shot=3, scenario=S22026.02 | 63.73 | 1.68 | 0 | |
| DyRepFew-shot=1, scenario=S22026.02 | 63.31 | 1.65 | 0 | |
| TCLFew-shot=1, scenario=S22026.02 | 63.01 | 1.95 | 0 | |
| FreeDyGFew-shot=1, scenario=S22026.02 | 62.3 | 1.44 | 0 | |
| FreeDyGFew-shot=3, scenario=S22026.02 | 61.54 | 2.06 | 0 | |
| SDGAD (JODIE backbone)Few-shot=3, scenario=S2, backbone=JODIE2026.02 | 61.35 | 1.67 | 3.25 | |
| SDGAD (JODIE backbone)Few-shot=2, scenario=S2, backbone=JODIE2026.02 | 60.68 | 1.49 | 3.23 | |
| CAWNFew-shot=1, scenario=S22026.02 | 60.67 | 1.53 | 0 | |
| DyGFormerFew-shot=3, scenario=S22026.02 | 60.54 | 1.6 | 0 | |
| SDGAD (JODIE backbone)Few-shot=1, scenario=S2, backbone=JODIE2026.02 | 60.21 | 1.48 | 3.2 | |
| JODIEFew-shot=3, scenario=S22026.02 | 58.32 | 1.43 | 0 | |
| JODIEFew-shot=2, scenario=S22026.02 | 57.91 | 1.43 | 0 | |
| JODIEFew-shot=1, scenario=S22026.02 | 57.34 | 1.39 | 0 | |
| DyGFormerFew-shot=1, scenario=S22026.02 | 53.12 | 1.17 | 0 |