# Graph Anomaly Detection on Children (AUPRC) Source: [Graph Anomaly Detection on Children (AUPRC)]() Collection index: [llms.txt]() Data updated: 2026-06-30T09:38:03.785Z Evaluation of Graph Anomaly Detection performance on the Children dataset, measured using AUPRC. 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 | AUPRC | | 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 - [AUPRC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUPRC | Result date | Report paper | | --- | --- | --- | --- | | N2NSC | 71.53 | Not recorded | 6a434da2ba73165dbb743e55 | | GIN | 51.79 | Not recorded | 6a434da2ba73165dbb743e55 | | GAT | 39 | Not recorded | 6a434da2ba73165dbb743e55 | | XGBGraph | 35.51 | Not recorded | 6a434da2ba73165dbb743e55 | | GCN | 34.78 | Not recorded | 6a434da2ba73165dbb743e55 | | GraphSAGE | 33.77 | Not recorded | 6a434da2ba73165dbb743e55 | | RFGraph | 29.92 | Not recorded | 6a434da2ba73165dbb743e55 | | PC-GNN | 28.76 | Not recorded | 6a434da2ba73165dbb743e55 | | TAPE | 27.12 | Not recorded | 6a434da2ba73165dbb743e55 | | GHRN | 13.49 | Not recorded | 6a434da2ba73165dbb743e55 | | BWGNN | 13.34 | Not recorded | 6a434da2ba73165dbb743e55 | | GAAP | 9.13 | Not recorded | 6a434da2ba73165dbb743e55 | | CoLL | 8.52 | Not recorded | 6a434da2ba73165dbb743e55 | | UNPrompt | 8.07 | Not recorded | 6a434da2ba73165dbb743e55 | | InstructGLM | 7.15 | Not recorded | 6a434da2ba73165dbb743e55 | | PMP | 6.27 | Not recorded | 6a434da2ba73165dbb743e55 | | ConsisGAD | 4.83 | Not recorded | 6a434da2ba73165dbb743e55 | | GraphGPT | 4.56 | Not recorded | 6a434da2ba73165dbb743e55 | ### N2NSC AUPRC: 71.53. Result ID: 6a438e61fbc373592c95c185. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"Ours"}. This record does not assert independent reproduction. ### GIN AUPRC: 51.79. Result ID: 6a438e61fbc373592c95c176. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### GAT AUPRC: 39. Result ID: 6a438e61fbc373592c95c175. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### XGBGraph AUPRC: 35.51. Result ID: 6a438e61fbc373592c95c17b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### GCN AUPRC: 34.78. Result ID: 6a438e61fbc373592c95c174. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### GraphSAGE AUPRC: 33.77. Result ID: 6a438e61fbc373592c95c177. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### RFGraph AUPRC: 29.92. Result ID: 6a438e61fbc373592c95c17c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### PC-GNN AUPRC: 28.76. Result ID: 6a438e61fbc373592c95c178. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### TAPE AUPRC: 27.12. Result ID: 6a438e61fbc373592c95c17f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction. ### GHRN AUPRC: 13.49. Result ID: 6a438e61fbc373592c95c17a. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### BWGNN AUPRC: 13.34. Result ID: 6a438e61fbc373592c95c179. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### GAAP AUPRC: 9.13. Result ID: 6a438e61fbc373592c95c17d. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### CoLL AUPRC: 8.52. Result ID: 6a438e61fbc373592c95c180. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction. ### UNPrompt AUPRC: 8.07. Result ID: 6a438e61fbc373592c95c181. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction. ### InstructGLM AUPRC: 7.15. Result ID: 6a438e61fbc373592c95c183. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction. ### PMP AUPRC: 6.27. Result ID: 6a438e61fbc373592c95c17e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction. ### ConsisGAD AUPRC: 4.83. Result ID: 6a438e61fbc373592c95c184. [Reporting paper]() Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction. ### GraphGPT AUPRC: 4.56. Result ID: 6a438e61fbc373592c95c182. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.