# Graph Fraud Detection on WeChat Pay-Large (test)

Source: [Graph Fraud Detection on WeChat Pay-Large (test)](<https://www.sota2.com/research/sota/graph-fraud-detection-on-wechat-pay-large-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:25:06.044Z

Evaluation of Graph Fraud Detection performance on the test split of the WeChat Pay-Large dataset, reporting metrics like 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-Large (test) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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](<https://www.sota2.com/research/sota/graph-fraud-detection-on-wechat-pay-large-test.md?metric=AUC>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/graph-fraud-detection-on-wechat-pay-large-test.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Grad | 94.33 | Not recorded | 694a21dd9eebe296e72aa466 |
| BWGNN | 86.86 | Not recorded | 694a21dd9eebe296e72aa466 |
| MixHop | 86.63 | Not recorded | 694a21dd9eebe296e72aa466 |
| AMNet | 86.55 | Not recorded | 694a21dd9eebe296e72aa466 |
| SVM | 86.51 | Not recorded | 694a21dd9eebe296e72aa466 |
| GraphSAGE | 86.21 | Not recorded | 694a21dd9eebe296e72aa466 |
| Grad-w/o WFu | 86.16 | Not recorded | 694a21dd9eebe296e72aa466 |
| GAT | 84.88 | Not recorded | 694a21dd9eebe296e72aa466 |
| MLP | 83.45 | Not recorded | 694a21dd9eebe296e72aa466 |
| Grad-w/o Gui | 81.69 | Not recorded | 694a21dd9eebe296e72aa466 |
| GPRGNN | 80.32 | Not recorded | 694a21dd9eebe296e72aa466 |
| Grad-w/o Gen | 77.14 | Not recorded | 694a21dd9eebe296e72aa466 |
| GCN | 76.02 | Not recorded | 694a21dd9eebe296e72aa466 |

### Grad

AUC: 94.33. Result ID: 69994d625698665ec4b798ea.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### BWGNN

AUC: 86.86. Result ID: 69994d625698665ec4b798e6.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca21e209131cea3516f.md>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### MixHop

AUC: 86.63. Result ID: 69994d625698665ec4b798e3.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f31e209131cea0d515.md>)

[Implementation](<https://www.sota2.com/github.com/samihaija/mixhop>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### AMNet

AUC: 86.55. Result ID: 69994d625698665ec4b798e5.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### SVM

AUC: 86.51. Result ID: 69994d625698665ec4b798df.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### GraphSAGE

AUC: 86.21. Result ID: 69994d625698665ec4b798e2.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c31e209131cea0664e.md>)

[Implementation](<http://snap.stanford.edu/graphsage/>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### Grad-w/o WFu

AUC: 86.16. Result ID: 69994d625698665ec4b798e9.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### GAT

AUC: 84.88. Result ID: 69994d625698665ec4b798e1.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640b1e209131cea0244e.md>)

[Implementation](<https://github.com/PetarV-/GAT>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### MLP

AUC: 83.45. Result ID: 69994d625698665ec4b798de.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### Grad-w/o Gui

AUC: 81.69. Result ID: 69994d625698665ec4b798e8.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### GPRGNN

AUC: 80.32. Result ID: 69994d625698665ec4b798e4.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0a7.md>)

[Implementation](<https://github.com/jianhao2016/GPRGNN>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### Grad-w/o Gen

AUC: 77.14. Result ID: 69994d625698665ec4b798e7.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

### GCN

AUC: 76.02. Result ID: 69994d625698665ec4b798e0.

[Reporting paper](<https://www.sota2.com/research/paper/694a21dd9eebe296e72aa466.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631d1e209131ce9fce45.md>)

[Implementation](<https://github.com/tkipf/gcn>)

Recorded evaluation configuration: {"Training ratio":"0.4%"}. This record does not assert independent reproduction.

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