# Graph Anomaly Detection on Citation V8 (AUROC) Source: [Graph Anomaly Detection on Citation V8 (AUROC)]() Collection index: [llms.txt]() Data updated: 2026-06-30T09:38:03.716Z Evaluation of Graph Anomaly Detection performance on the Citation V8 dataset, reporting AUROC scores. 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) | Citation V8 | | Metric | AUROC | | Unit | SCALAR | | 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: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | N2NSC | 99.98 | Not recorded | 6a434da2ba73165dbb743e55 | | GHRN | 98.76 | Not recorded | 6a434da2ba73165dbb743e55 | | BWGNN | 98.74 | Not recorded | 6a434da2ba73165dbb743e55 | | GraphSAGE | 98.46 | Not recorded | 6a434da2ba73165dbb743e55 | | PC-GNN | 98.25 | Not recorded | 6a434da2ba73165dbb743e55 | | TAPE | 97.42 | Not recorded | 6a434da2ba73165dbb743e55 | | XGBGraph | 96.49 | Not recorded | 6a434da2ba73165dbb743e55 | | GIN | 91.98 | Not recorded | 6a434da2ba73165dbb743e55 | | RFGraph | 91.59 | Not recorded | 6a434da2ba73165dbb743e55 | | GCN | 90.01 | Not recorded | 6a434da2ba73165dbb743e55 | | GAAP | 85.34 | Not recorded | 6a434da2ba73165dbb743e55 | | PMP | 82.83 | Not recorded | 6a434da2ba73165dbb743e55 | | CoLL | 82.61 | Not recorded | 6a434da2ba73165dbb743e55 | | UNPrompt | 80.21 | Not recorded | 6a434da2ba73165dbb743e55 | | GAT | 78.22 | Not recorded | 6a434da2ba73165dbb743e55 | | InstructGLM | 74.93 | Not recorded | 6a434da2ba73165dbb743e55 | | ConsisGAD | 69.59 | Not recorded | 6a434da2ba73165dbb743e55 | | GraphGPT | 66.67 | Not recorded | 6a434da2ba73165dbb743e55 | ### N2NSC AUROC: 99.98. Result ID: 6a438e61fbc373592c95c115. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Ours"}. This record does not assert independent reproduction. ### GHRN AUROC: 98.76. Result ID: 6a438e61fbc373592c95c10a. [Reporting paper]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### BWGNN AUROC: 98.74. Result ID: 6a438e61fbc373592c95c109. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### GraphSAGE AUROC: 98.46. Result ID: 6a438e61fbc373592c95c107. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### PC-GNN AUROC: 98.25. Result ID: 6a438e61fbc373592c95c108. [Reporting paper]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### TAPE AUROC: 97.42. Result ID: 6a438e61fbc373592c95c10f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. ### XGBGraph AUROC: 96.49. Result ID: 6a438e61fbc373592c95c10b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### GIN AUROC: 91.98. Result ID: 6a438e61fbc373592c95c106. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### RFGraph AUROC: 91.59. Result ID: 6a438e61fbc373592c95c10c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### GCN AUROC: 90.01. Result ID: 6a438e61fbc373592c95c104. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### GAAP AUROC: 85.34. Result ID: 6a438e61fbc373592c95c10d. [Reporting paper]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### PMP AUROC: 82.83. Result ID: 6a438e61fbc373592c95c10e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### CoLL AUROC: 82.61. Result ID: 6a438e61fbc373592c95c110. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. ### UNPrompt AUROC: 80.21. Result ID: 6a438e61fbc373592c95c111. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. ### GAT AUROC: 78.22. Result ID: 6a438e61fbc373592c95c105. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Category":"GNN-based methods"}. This record does not assert independent reproduction. ### InstructGLM AUROC: 74.93. Result ID: 6a438e61fbc373592c95c113. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. ### ConsisGAD AUROC: 69.59. Result ID: 6a438e61fbc373592c95c114. [Reporting paper]() Recorded evaluation configuration: {"Category":"Integrating LLMs with graphs"}. This record does not assert independent reproduction. ### GraphGPT AUROC: 66.67. Result ID: 6a438e61fbc373592c95c112. [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.