# Node Classification on Credit defaulter (test)

Source: [Node Classification on Credit defaulter (test)](<https://www.sota2.com/research/sota/node-classification-on-credit-defaulter-test>)

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

Data updated: 2026-02-26T05:25:51.253Z

Evaluation of Node Classification performance on the test split of the Credit defaulter dataset, reporting AUROC, F1 score, and fairness metrics (ΔSP, ΔEO).

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 | Node Classification |
| Dataset (including any stated split) | Credit defaulter (test) |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [AUROC](<https://www.sota2.com/research/sota/node-classification-on-credit-defaulter-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/node-classification-on-credit-defaulter-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Delta SP](<https://www.sota2.com/research/sota/node-classification-on-credit-defaulter-test.md?metric=Delta%20SP>): Lower is better; unit: SCALAR.

- [Delta EO](<https://www.sota2.com/research/sota/node-classification-on-credit-defaulter-test.md?metric=Delta%20EO>): Lower is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| A6 | 73.78 | Not recorded | 68fa6da31e209131cea3b0e7 |
| A4 | 73.58 | Not recorded | 68fa6da31e209131cea3b0e7 |
| SetGNN | 73.46 | Not recorded | 68fa6da31e209131cea3b0e7 |
| A2 | 73.43 | Not recorded | 68fa6da31e209131cea3b0e7 |

### A6

AUROC: 73.78. Result ID: 698fcbb83a6c314849fbe935.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da31e209131cea3b0e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da31e209131cea3b0e7.md>)

[Implementation](<https://github.com/weitianxin/HyperGCL>)

Recorded evaluation configuration: {"Training ratio":"10%"}. This record does not assert independent reproduction.

### A4

AUROC: 73.58. Result ID: 698fcbb83a6c314849fbe934.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da31e209131cea3b0e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da31e209131cea3b0e7.md>)

[Implementation](<https://github.com/weitianxin/HyperGCL>)

Recorded evaluation configuration: {"Training ratio":"10%"}. This record does not assert independent reproduction.

### SetGNN

AUROC: 73.46. Result ID: 698fcbb83a6c314849fbe932.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da31e209131cea3b0e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32303.md>)

Recorded evaluation configuration: {"Training ratio":"10%"}. This record does not assert independent reproduction.

### A2

AUROC: 73.43. Result ID: 698fcbb83a6c314849fbe933.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da31e209131cea3b0e7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da31e209131cea3b0e7.md>)

[Implementation](<https://github.com/weitianxin/HyperGCL>)

Recorded evaluation configuration: {"Training ratio":"10%"}. This record does not assert independent reproduction.

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