# SIS Dynamics Prediction on HSBM Graphon

Source: [SIS Dynamics Prediction on HSBM Graphon](<https://www.sota2.com/research/sota/sis-dynamics-prediction-on-hsbm-graphon>)

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

Data updated: 2026-06-26T06:42:45.762Z

Evaluation of models predicting SIS dynamics on the HSBM Graphon dataset, typically measured using Transfer Error.

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 | SIS Dynamics Prediction |
| Dataset (including any stated split) | HSBM Graphon |
| Metric | Transfer Error |
| Unit | SCALAR |
| Direction | Lower 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

- [Transfer Error](<https://www.sota2.com/research/sota/sis-dynamics-prediction-on-hsbm-graphon.md?metric=Transfer%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Transfer Error | Result date | Report paper |
| --- | --- | --- | --- |
| GNDEs | 0.012 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.019 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.019 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.021 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.022 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.027 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.032 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.041 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.053 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.17 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.172 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.174 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.177 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.183 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.183 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.194 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.201 | Not recorded | 6a3e07bc206542251d7cb636 |
| GNDEs | 0.214 | Not recorded | 6a3e07bc206542251d7cb636 |

### GNDEs

Transfer Error: 0.012. Result ID: 6a3e1f53fbc373592c5eaf1d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"16","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.019. Result ID: 6a3e1f53fbc373592c5eaf22.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"512","Sparsity regime (alpha)":"1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.019. Result ID: 6a3e1f53fbc373592c5eaf24.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"1024","Sparsity regime (alpha)":"1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.021. Result ID: 6a3e1f53fbc373592c5eaf20.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"256","Sparsity regime (alpha)":"1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.022. Result ID: 6a3e1f53fbc373592c5eaf1e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"128","Sparsity regime (alpha)":"1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.027. Result ID: 6a3e1f53fbc373592c5eaf25.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"1024","Sparsity regime (alpha)":"0.1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.032. Result ID: 6a3e1f53fbc373592c5eaf23.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"512","Sparsity regime (alpha)":"0.1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.041. Result ID: 6a3e1f53fbc373592c5eaf21.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"256","Sparsity regime (alpha)":"0.1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.053. Result ID: 6a3e1f53fbc373592c5eaf1f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"128","Sparsity regime (alpha)":"0.1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.17. Result ID: 6a3e1f53fbc373592c5eaf48.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"1024","Sparsity regime (alpha)":"1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.172. Result ID: 6a3e1f53fbc373592c5eaf46.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"512","Sparsity regime (alpha)":"1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.174. Result ID: 6a3e1f53fbc373592c5eaf44.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"256","Sparsity regime (alpha)":"1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.177. Result ID: 6a3e1f53fbc373592c5eaf49.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"1024","Sparsity regime (alpha)":"0.1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.183. Result ID: 6a3e1f53fbc373592c5eaf42.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"128","Sparsity regime (alpha)":"1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.183. Result ID: 6a3e1f53fbc373592c5eaf47.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"512","Sparsity regime (alpha)":"0.1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.194. Result ID: 6a3e1f53fbc373592c5eaf45.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"256","Sparsity regime (alpha)":"0.1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.201. Result ID: 6a3e1f53fbc373592c5eaf41.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"16","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

### GNDEs

Transfer Error: 0.214. Result ID: 6a3e1f53fbc373592c5eaf43.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07bc206542251d7cb636.md>)

Recorded evaluation configuration: {"Target graph size (n)":"128","Sparsity regime (alpha)":"0.1","Source graph size (n\_src)":"16"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
