Graph Anomaly Detection on Tolokers (AUROC, AUPRC)
65.05AUROCGraphNC
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GraphNClabeled normal nodes=15%, runs=52025.10 | 65.05 | 30.82 | |
| GADNRlabeled normal nodes=15%, runs=52025.10 | 64.06 | 35.11 | |
| RHOlabeled normal nodes=15%, runs=52025.10 | 62.55 | 32.56 | |
| AnomalyDAElabeled normal nodes=15%, runs=52025.10 | 60.47 | 26.97 | |
| ADA-GADlabeled normal nodes=15%, runs=52025.10 | 53.69 | 25.66 | |
| GGADlabeled normal nodes=15%, runs=52025.10 | 53.4 | 25.02 | |
| DOMINANTlabeled normal nodes=15%, runs=52025.10 | 51.21 | 22.17 | |
| TAMlabeled normal nodes=15%, runs=52025.10 | 48.47 | 21.78 | |
| OCGNNlabeled normal nodes=15%, runs=52025.10 | 48.03 | 21.38 | |
| AEGISlabeled normal nodes=15%, runs=52025.10 | 44.51 | 19.43 | |
| GAANlabeled normal nodes=15%, runs=52025.10 | 37.85 | 16.93 |