# Graph Anomaly Detection on Children (AUROC) Source: [Graph Anomaly Detection on Children (AUROC)]() Collection index: [llms.txt]() Data updated: 2026-06-30T09:38:03.680Z Evaluation of Graph Anomaly Detection performance on the Children dataset, measured using AUROC. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Graph Anomaly Detection | | Dataset (including any stated split) | Children | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | N2NSC | 93.85 | Not recorded | 6a434da2ba73165dbb743e55 | | TAPE | 84.53 | Not recorded | 6a434da2ba73165dbb743e55 | | PC-GNN | 79.18 | Not recorded | 6a434da2ba73165dbb743e55 | | GraphSAGE | 79.1 | Not recorded | 6a434da2ba73165dbb743e55 | | XGBGraph | 77.64 | Not recorded | 6a434da2ba73165dbb743e55 | | GAT | 76.04 | Not recorded | 6a434da2ba73165dbb743e55 | | GCN | 75.65 | Not recorded | 6a434da2ba73165dbb743e55 | | GIN | 75.58 | Not recorded | 6a434da2ba73165dbb743e55 | | RFGraph | 75.54 | Not recorded | 6a434da2ba73165dbb743e55 | | BWGNN | 71.31 | Not recorded | 6a434da2ba73165dbb743e55 | | GHRN | 70.27 | Not recorded | 6a434da2ba73165dbb743e55 | | CoLL | 68.79 | Not recorded | 6a434da2ba73165dbb743e55 | | GAAP | 65.23 | Not recorded | 6a434da2ba73165dbb743e55 | | UNPrompt | 64.09 | Not recorded | 6a434da2ba73165dbb743e55 | | PMP | 60.79 | Not recorded | 6a434da2ba73165dbb743e55 | | InstructGLM | 60.72 | Not recorded | 6a434da2ba73165dbb743e55 | | ConsisGAD | 58.42 | Not recorded | 6a434da2ba73165dbb743e55 | | GraphGPT | 54.9 | Not recorded | 6a434da2ba73165dbb743e55 | ### N2NSC AUROC: 93.85. Result ID: 6a438e61fbc373592c95c0f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Ours"}. This record does not assert independent reproduction. ### TAPE AUROC: 84.53. Result ID: 6a438e61fbc373592c95c0eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. ### PC-GNN AUROC: 79.18. Result ID: 6a438e61fbc373592c95c0e4. [Reporting paper]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### GraphSAGE AUROC: 79.1. Result ID: 6a438e61fbc373592c95c0e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### XGBGraph AUROC: 77.64. Result ID: 6a438e61fbc373592c95c0e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### GAT AUROC: 76.04. Result ID: 6a438e61fbc373592c95c0e1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### GCN AUROC: 75.65. Result ID: 6a438e61fbc373592c95c0e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### GIN AUROC: 75.58. Result ID: 6a438e61fbc373592c95c0e2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### RFGraph AUROC: 75.54. Result ID: 6a438e61fbc373592c95c0e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### BWGNN AUROC: 71.31. Result ID: 6a438e61fbc373592c95c0e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### GHRN AUROC: 70.27. Result ID: 6a438e61fbc373592c95c0e6. [Reporting paper]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### CoLL AUROC: 68.79. Result ID: 6a438e61fbc373592c95c0ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. ### GAAP AUROC: 65.23. Result ID: 6a438e61fbc373592c95c0e9. [Reporting paper]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### UNPrompt AUROC: 64.09. Result ID: 6a438e61fbc373592c95c0ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. ### PMP AUROC: 60.79. Result ID: 6a438e61fbc373592c95c0ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### InstructGLM AUROC: 60.72. Result ID: 6a438e61fbc373592c95c0ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. ### ConsisGAD AUROC: 58.42. Result ID: 6a438e61fbc373592c95c0f0. [Reporting paper]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. ### GraphGPT AUROC: 54.9. Result ID: 6a438e61fbc373592c95c0ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.