# Graph Generation on WL-Bimodal

Source: [Graph Generation on WL-Bimodal](<https://www.sota2.com/research/sota/graph-generation-on-wl-bimodal>)

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

Data updated: 2026-05-29T09:43:27.580Z

Evaluation of graph generation models on the WL-Bimodal dataset, reporting structural metrics including Degree, Clustering Coefficient, Spectral properties, and Orbit statistics.

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 Generation |
| Dataset (including any stated split) | WL-Bimodal |
| Metric | Degree |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Degree](<https://www.sota2.com/research/sota/graph-generation-on-wl-bimodal.md?metric=Degree>): Higher is better; unit: SCALAR.

- [Clustering Coefficient](<https://www.sota2.com/research/sota/graph-generation-on-wl-bimodal.md?metric=Clustering%20Coefficient>): Higher is better; unit: SCALAR.

- [Spectral Metric](<https://www.sota2.com/research/sota/graph-generation-on-wl-bimodal.md?metric=Spectral%20Metric>): Higher is better; unit: SCALAR.

- [Orbit Statistic](<https://www.sota2.com/research/sota/graph-generation-on-wl-bimodal.md?metric=Orbit%20Statistic>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Degree | Result date | Report paper |
| --- | --- | --- | --- |
| DiGress | 0.37712 | Not recorded | 68fa5e671e209131ce9e1e5e |
| ConGress | 0.07759 | Not recorded | 68fa5e671e209131ce9e1e5e |
| Lie Diffusion Eigenvectors | 0.00013 | Not recorded | 68fa5e671e209131ce9e1e5e |
| EDP-GNN | 0 | Not recorded | 68fa5e671e209131ce9e1e5e |
| GDSS | 0 | Not recorded | 68fa5e671e209131ce9e1e5e |
| DiGress | 0 | Not recorded | 68fa5e671e209131ce9e1e5e |

### DiGress

Degree: 0.37712. Result ID: 6a195eb4fbc373592c141ae8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e671e209131ce9e1e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f661e209131cea45555.md>)

Recorded evaluation configuration: {"Evaluation Variant":"no trick"}. This record does not assert independent reproduction.

### ConGress

Degree: 0.07759. Result ID: 6a195eb4fbc373592c141ae7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e671e209131ce9e1e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f661e209131cea45555.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Lie Diffusion Eigenvectors

Degree: 0.00013. Result ID: 6a195eb4fbc373592c141ae4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e671e209131ce9e1e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5e671e209131ce9e1e5e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### EDP-GNN

Degree: 0. Result ID: 6a195eb4fbc373592c141ae5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e671e209131ce9e1e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67231e209131cea14931.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GDSS

Degree: 0. Result ID: 6a195eb4fbc373592c141ae6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e671e209131ce9e1e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cc81e209131cea35fa6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DiGress

Degree: 0. Result ID: 6a195eb4fbc373592c141ae9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5e671e209131ce9e1e5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f661e209131cea45555.md>)

Recorded evaluation configuration: {"Evaluation Variant":"trick"}. This record does not assert independent reproduction.

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