# Graph Fraud Detection on BlogCatalog (test)

Source: [Graph Fraud Detection on BlogCatalog (test)](<https://www.sota2.com/research/sota/graph-fraud-detection-on-blogcatalog-test>)

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

Data updated: 2026-02-26T05:25:05.988Z

Evaluation of Graph Fraud Detection performance on the test split of the BlogCatalog 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) | BlogCatalog (test) |
| Metric | AUC |
| Unit | SCALAR |
| 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](<https://www.sota2.com/research/sota/graph-fraud-detection-on-blogcatalog-test.md?metric=AUC>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Grad | 0.9941 | Not recorded | 694a21dd9eebe296e72aa466 |
| Grad-w/o WFu | 0.9388 | Not recorded | 694a21dd9eebe296e72aa466 |
| MixHop | 0.8831 | Not recorded | 694a21dd9eebe296e72aa466 |
| GCN | 0.8809 | Not recorded | 694a21dd9eebe296e72aa466 |
| GraphSAGE | 0.8234 | Not recorded | 694a21dd9eebe296e72aa466 |
| GPRGNN | 0.8193 | Not recorded | 694a21dd9eebe296e72aa466 |
| BWGNN | 0.7937 | Not recorded | 694a21dd9eebe296e72aa466 |
| Grad-w/o Gui | 0.7786 | Not recorded | 694a21dd9eebe296e72aa466 |
| Grad-w/o Gen | 0.7689 | Not recorded | 694a21dd9eebe296e72aa466 |
| GGAD | 0.7135 | Not recorded | 694a21dd9eebe296e72aa466 |
| GAT | 0.7125 | Not recorded | 694a21dd9eebe296e72aa466 |
| CARE-GNN | 0.694 | Not recorded | 694a21dd9eebe296e72aa466 |
| TGEditor | 0.6851 | Not recorded | 694a21dd9eebe296e72aa466 |
| SVM | 0.6713 | Not recorded | 694a21dd9eebe296e72aa466 |
| AMNet | 0.6354 | Not recorded | 694a21dd9eebe296e72aa466 |
| GDC + GCN | 0.5991 | Not recorded | 694a21dd9eebe296e72aa466 |
| GraphGPS | 0.5928 | Not recorded | 694a21dd9eebe296e72aa466 |
| MLP | 0.5815 | Not recorded | 694a21dd9eebe296e72aa466 |
| Graphormer | 0.5658 | Not recorded | 694a21dd9eebe296e72aa466 |

### Grad

AUC: 0.9941. Result ID: 69994d625698665ec4b798ca.

[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":"40%"}. This record does not assert independent reproduction.

### Grad-w/o WFu

AUC: 0.9388. Result ID: 69994d625698665ec4b798c9.

[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":"40%"}. This record does not assert independent reproduction.

### MixHop

AUC: 0.8831. Result ID: 69994d625698665ec4b798bd.

[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":"40%"}. This record does not assert independent reproduction.

### GCN

AUC: 0.8809. Result ID: 69994d625698665ec4b798ba.

[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":"40%"}. This record does not assert independent reproduction.

### GraphSAGE

AUC: 0.8234. Result ID: 69994d625698665ec4b798bc.

[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":"40%"}. This record does not assert independent reproduction.

### GPRGNN

AUC: 0.8193. Result ID: 69994d625698665ec4b798be.

[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":"40%"}. This record does not assert independent reproduction.

### BWGNN

AUC: 0.7937. Result ID: 69994d625698665ec4b798c6.

[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":"40%"}. This record does not assert independent reproduction.

### Grad-w/o Gui

AUC: 0.7786. Result ID: 69994d625698665ec4b798c8.

[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":"40%"}. This record does not assert independent reproduction.

### Grad-w/o Gen

AUC: 0.7689. Result ID: 69994d625698665ec4b798c7.

[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":"40%"}. This record does not assert independent reproduction.

### GGAD

AUC: 0.7135. Result ID: 69994d625698665ec4b798c3.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa76541e209131cea6c710.md>)

[Implementation](<https://github.com/mala-lab/GGAD>)

Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction.

### GAT

AUC: 0.7125. Result ID: 69994d625698665ec4b798bb.

[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":"40%"}. This record does not assert independent reproduction.

### CARE-GNN

AUC: 0.694. Result ID: 69994d625698665ec4b798c4.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa68341e209131cea1ac39.md>)

[Implementation](<https://github.com/YingtongDou/CARE-GNN>)

Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction.

### TGEditor

AUC: 0.6851. Result ID: 69994d625698665ec4b798c1.

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

Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction.

### SVM

AUC: 0.6713. Result ID: 69994d625698665ec4b798b9.

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

Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction.

### AMNet

AUC: 0.6354. Result ID: 69994d625698665ec4b798c5.

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

Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction.

### GDC + GCN

AUC: 0.5991. Result ID: 69994d625698665ec4b798c2.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c291e209131cea3271c.md>)

[Implementation](<https://www.daml.in.tum.de/gdc>)

Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction.

### GraphGPS

AUC: 0.5928. Result ID: 69994d625698665ec4b798bf.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5a1e209131cea3f4dc.md>)

[Implementation](<https://github.com/rampasek/GraphGPS>)

Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction.

### MLP

AUC: 0.5815. Result ID: 69994d625698665ec4b798b8.

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

Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction.

### Graphormer

AUC: 0.5658. Result ID: 69994d625698665ec4b798c0.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4d1e209131cea2d700.md>)

[Implementation](<https://github.com/Microsoft/Graphormer>)

Recorded evaluation configuration: {"Training ratio":"40%"}. This record does not assert independent reproduction.

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