# Graph Anomaly Detection on Citation V8 (AUPRC)

Source: [Graph Anomaly Detection on Citation V8 (AUPRC)](<https://www.sota2.com/research/sota/graph-anomaly-detection-on-citation-v8-auprc>)

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

Data updated: 2026-06-30T09:38:03.818Z

Evaluation of Graph Anomaly Detection performance on the Citation V8 dataset, reporting Area Under the Precision-Recall Curve (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) | Citation V8 |
| Metric | AUPRC |
| Unit | PERCENT |
| 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

- [AUPRC](<https://www.sota2.com/research/sota/graph-anomaly-detection-on-citation-v8-auprc.md?metric=AUPRC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUPRC | Result date | Report paper |
| --- | --- | --- | --- |
| N2NSC | 99.78 | Not recorded | 6a434da2ba73165dbb743e55 |
| BWGNN | 91.11 | Not recorded | 6a434da2ba73165dbb743e55 |
| GraphSAGE | 91.09 | Not recorded | 6a434da2ba73165dbb743e55 |
| GHRN | 90.84 | Not recorded | 6a434da2ba73165dbb743e55 |
| PC-GNN | 88.48 | Not recorded | 6a434da2ba73165dbb743e55 |
| XGBGraph | 78.94 | Not recorded | 6a434da2ba73165dbb743e55 |
| TAPE | 73.09 | Not recorded | 6a434da2ba73165dbb743e55 |
| GIN | 68.21 | Not recorded | 6a434da2ba73165dbb743e55 |
| RFGraph | 66.28 | Not recorded | 6a434da2ba73165dbb743e55 |
| GCN | 65.73 | Not recorded | 6a434da2ba73165dbb743e55 |
| GAAP | 61.65 | Not recorded | 6a434da2ba73165dbb743e55 |
| InstructGLM | 54.08 | Not recorded | 6a434da2ba73165dbb743e55 |
| PMP | 47.67 | Not recorded | 6a434da2ba73165dbb743e55 |
| GAT | 43.04 | Not recorded | 6a434da2ba73165dbb743e55 |
| CoLL | 39.65 | Not recorded | 6a434da2ba73165dbb743e55 |
| UNPrompt | 34.62 | Not recorded | 6a434da2ba73165dbb743e55 |
| ConsisGAD | 15.11 | Not recorded | 6a434da2ba73165dbb743e55 |
| GraphGPT | 8.62 | Not recorded | 6a434da2ba73165dbb743e55 |

### N2NSC

AUPRC: 99.78. Result ID: 6a438e61fbc373592c95c1a9.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

Recorded evaluation configuration: {"Methodology":"Ours"}. This record does not assert independent reproduction.

### BWGNN

AUPRC: 91.11. Result ID: 6a438e61fbc373592c95c19d.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

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

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### GraphSAGE

AUPRC: 91.09. Result ID: 6a438e61fbc373592c95c19b.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

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

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

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### GHRN

AUPRC: 90.84. Result ID: 6a438e61fbc373592c95c19e.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### PC-GNN

AUPRC: 88.48. Result ID: 6a438e61fbc373592c95c19c.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### XGBGraph

AUPRC: 78.94. Result ID: 6a438e61fbc373592c95c19f.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62821e209131ce9f9b56.md>)

[Implementation](<https://github.com/dmlc/xgboost>)

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### TAPE

AUPRC: 73.09. Result ID: 6a438e61fbc373592c95c1a3.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72771e209131cea568d4.md>)

[Implementation](<https://github.com/XiaoxinHe/TAPE>)

Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction.

### GIN

AUPRC: 68.21. Result ID: 6a438e61fbc373592c95c19a.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65651e209131cea09fba.md>)

[Implementation](<https://github.com/weihua916/powerful-gnns>)

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### RFGraph

AUPRC: 66.28. Result ID: 6a438e61fbc373592c95c1a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62821e209131ce9f9b56.md>)

[Implementation](<https://github.com/dmlc/xgboost>)

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### GCN

AUPRC: 65.73. Result ID: 6a438e61fbc373592c95c198.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

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

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

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### GAAP

AUPRC: 61.65. Result ID: 6a438e61fbc373592c95c1a1.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### InstructGLM

AUPRC: 54.08. Result ID: 6a438e61fbc373592c95c1a7.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72111e209131cea54490.md>)

Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction.

### PMP

AUPRC: 47.67. Result ID: 6a438e61fbc373592c95c1a2.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76031e209131cea6ae77.md>)

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### GAT

AUPRC: 43.04. Result ID: 6a438e61fbc373592c95c199.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

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

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

Recorded evaluation configuration: {"Methodology":"GNN-based"}. This record does not assert independent reproduction.

### CoLL

AUPRC: 39.65. Result ID: 6a438e61fbc373592c95c1a4.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a591e209131cea82ab9.md>)

Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction.

### UNPrompt

AUPRC: 34.62. Result ID: 6a438e61fbc373592c95c1a5.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79301e209131cea7c815.md>)

Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction.

### ConsisGAD

AUPRC: 15.11. Result ID: 6a438e61fbc373592c95c1a8.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction.

### GraphGPT

AUPRC: 8.62. Result ID: 6a438e61fbc373592c95c1a6.

[Reporting paper](<https://www.sota2.com/research/paper/6a434da2ba73165dbb743e55.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73281e209131cea5ac5d.md>)

Recorded evaluation configuration: {"Methodology":"LLM-integrated"}. This record does not assert independent reproduction.

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