# Graph Anomaly Detection on Elliptic (test) Source: [Graph Anomaly Detection on Elliptic (test)]() Collection index: [llms.txt]() Data updated: 2026-03-11T08:34:44.189Z Evaluation of Graph Anomaly Detection performance on the test split of the Elliptic 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) | Elliptic (test) | | Metric | AUPRC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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: SCALAR. ## Recorded results | Method | AUPRC | Result date | Report paper | | --- | --- | --- | --- | | TA-GGAD | 18.83 | Not recorded | 69b0f7272d603e6de3e45eea | | CAGAD | 16.24 | Not recorded | 69b0f7272d603e6de3e45eea | | GCN | 15.25 | Not recorded | 69b0f7272d603e6de3e45eea | | BWGNN | 13.79 | Not recorded | 69b0f7272d603e6de3e45eea | | SpaceGNN | 11.98 | Not recorded | 69b0f7272d603e6de3e45eea | | CONSISGAD | 11.59 | Not recorded | 69b0f7272d603e6de3e45eea | | SmoothGNN | 11.53 | Not recorded | 69b0f7272d603e6de3e45eea | | GHRN | 11.37 | Not recorded | 69b0f7272d603e6de3e45eea | | BGNN | 10.78 | Not recorded | 69b0f7272d603e6de3e45eea | | CoLA | 9.36 | Not recorded | 69b0f7272d603e6de3e45eea | | UNPrompt | 6.79 | Not recorded | 69b0f7272d603e6de3e45eea | | ARC | 6.75 | Not recorded | 69b0f7272d603e6de3e45eea | | S-GAD | 6.65 | Not recorded | 69b0f7272d603e6de3e45eea | | GAT | 6.17 | Not recorded | 69b0f7272d603e6de3e45eea | | TAM | 6.13 | Not recorded | 69b0f7272d603e6de3e45eea | | GCTAM | 6.1 | Not recorded | 69b0f7272d603e6de3e45eea | | DOMINANT | 5.97 | Not recorded | 69b0f7272d603e6de3e45eea | ### TA-GGAD AUPRC: 18.83. Result ID: 69b1291f6dbb7075b95b95ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"GGAD methods"}. This record does not assert independent reproduction. ### CAGAD AUPRC: 16.24. Result ID: 69b1291f6dbb7075b95b95e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### GCN AUPRC: 15.25. Result ID: 69b1291f6dbb7075b95b95df. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### BWGNN AUPRC: 13.79. Result ID: 69b1291f6dbb7075b95b95e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### SpaceGNN AUPRC: 11.98. Result ID: 69b1291f6dbb7075b95b95eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### CONSISGAD AUPRC: 11.59. Result ID: 69b1291f6dbb7075b95b95e9. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### SmoothGNN AUPRC: 11.53. Result ID: 69b1291f6dbb7075b95b95ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### GHRN AUPRC: 11.37. Result ID: 69b1291f6dbb7075b95b95e3. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### BGNN AUPRC: 10.78. Result ID: 69b1291f6dbb7075b95b95e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### CoLA AUPRC: 9.36. Result ID: 69b1291f6dbb7075b95b95e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### UNPrompt AUPRC: 6.79. Result ID: 69b1291f6dbb7075b95b95ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"GGAD methods"}. This record does not assert independent reproduction. ### ARC AUPRC: 6.75. Result ID: 69b1291f6dbb7075b95b95ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"GGAD methods"}. This record does not assert independent reproduction. ### S-GAD AUPRC: 6.65. Result ID: 69b1291f6dbb7075b95b95e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### GAT AUPRC: 6.17. Result ID: 69b1291f6dbb7075b95b95e0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### TAM AUPRC: 6.13. Result ID: 69b1291f6dbb7075b95b95e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### GCTAM AUPRC: 6.1. Result ID: 69b1291f6dbb7075b95b95ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. ### DOMINANT AUPRC: 5.97. Result ID: 69b1291f6dbb7075b95b95e4. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"GAD methods"}. This record does not assert independent reproduction. Page 1 of 1. 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