# Graph Fraud Detection on WeChat Pay Small (test) Source: [Graph Fraud Detection on WeChat Pay Small (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:06.017Z Evaluation of Graph Fraud Detection performance on the test split of the WeChat Pay Small dataset, measured using AUC and AP. 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 Fraud Detection | | Dataset (including any stated split) | WeChat Pay Small (test) | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [AUC](): Higher is better; unit: PERCENT. - [AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | Grad | 91.96 | Not recorded | 694a21dd9eebe296e72aa466 | | BWGNN | 90.79 | Not recorded | 694a21dd9eebe296e72aa466 | | GDC + GCN | 90.75 | Not recorded | 694a21dd9eebe296e72aa466 | | Grad-w/o Gen | 90.74 | Not recorded | 694a21dd9eebe296e72aa466 | | MixHop | 90.7 | Not recorded | 694a21dd9eebe296e72aa466 | | Grad-w/o Gui | 90.66 | Not recorded | 694a21dd9eebe296e72aa466 | | SVM | 89.59 | Not recorded | 694a21dd9eebe296e72aa466 | | GPRGNN | 89.2 | Not recorded | 694a21dd9eebe296e72aa466 | | Grad-w/o WFu | 88.34 | Not recorded | 694a21dd9eebe296e72aa466 | | GraphGPS | 88.16 | Not recorded | 694a21dd9eebe296e72aa466 | | GGAD | 87.16 | Not recorded | 694a21dd9eebe296e72aa466 | | GAT | 86.11 | Not recorded | 694a21dd9eebe296e72aa466 | | TGEditor | 85.39 | Not recorded | 694a21dd9eebe296e72aa466 | | GCN | 85.24 | Not recorded | 694a21dd9eebe296e72aa466 | | GraphSAGE | 84.24 | Not recorded | 694a21dd9eebe296e72aa466 | | AMNet | 84.21 | Not recorded | 694a21dd9eebe296e72aa466 | | MLP | 83.59 | Not recorded | 694a21dd9eebe296e72aa466 | | CARE-GNN | 82.38 | Not recorded | 694a21dd9eebe296e72aa466 | | Graphormer | 72.71 | Not recorded | 694a21dd9eebe296e72aa466 | ### Grad AUC: 91.96. Result ID: 69994d625698665ec4b798dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### BWGNN AUC: 90.79. Result ID: 69994d625698665ec4b798d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### GDC + GCN AUC: 90.75. Result ID: 69994d625698665ec4b798d5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### Grad-w/o Gen AUC: 90.74. Result ID: 69994d625698665ec4b798da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### MixHop AUC: 90.7. Result ID: 69994d625698665ec4b798d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### Grad-w/o Gui AUC: 90.66. Result ID: 69994d625698665ec4b798db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### SVM AUC: 89.59. Result ID: 69994d625698665ec4b798cc. [Reporting paper]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### GPRGNN AUC: 89.2. Result ID: 69994d625698665ec4b798d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### Grad-w/o WFu AUC: 88.34. Result ID: 69994d625698665ec4b798dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### GraphGPS AUC: 88.16. Result ID: 69994d625698665ec4b798d2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### GGAD AUC: 87.16. Result ID: 69994d625698665ec4b798d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### GAT AUC: 86.11. Result ID: 69994d625698665ec4b798ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### TGEditor AUC: 85.39. Result ID: 69994d625698665ec4b798d4. [Reporting paper]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### GCN AUC: 85.24. Result ID: 69994d625698665ec4b798cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### GraphSAGE AUC: 84.24. Result ID: 69994d625698665ec4b798cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### AMNet AUC: 84.21. Result ID: 69994d625698665ec4b798d8. [Reporting paper]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### MLP AUC: 83.59. Result ID: 69994d625698665ec4b798cb. [Reporting paper]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### CARE-GNN AUC: 82.38. Result ID: 69994d625698665ec4b798d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. ### Graphormer AUC: 72.71. Result ID: 69994d625698665ec4b798d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.