# Synthetic Network Generation on YouTube (Link Prediction Accuracy)

Source: [Synthetic Network Generation on YouTube (Link Prediction Accuracy)](<https://www.sota2.com/research/sota/synthetic-network-generation-on-youtube-link-prediction-accuracy>)

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

Data updated: 2026-06-02T09:36:59.357Z

Evaluation of synthetic network generation models on the YouTube dataset, specifically measuring performance via Link Prediction Accuracy Ratio.

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 | Synthetic Network Generation |
| Dataset (including any stated split) | YouTube |
| Metric | Link Prediction Accuracy Ratio |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Link Prediction Accuracy Ratio](<https://www.sota2.com/research/sota/synthetic-network-generation-on-youtube-link-prediction-accuracy.md?metric=Link%20Prediction%20Accuracy%20Ratio>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Link Prediction Accuracy Ratio | Result date | Report paper |
| --- | --- | --- | --- |
| VGAE | 100 | Not recorded | 6a1e6394dbd7150506f85231 |
| GRAN | 100 | Not recorded | 6a1e6394dbd7150506f85231 |
| EDGE | 100 | Not recorded | 6a1e6394dbd7150506f85231 |
| ER | 99 | Not recorded | 6a1e6394dbd7150506f85231 |
| GraphMaker | 99 | Not recorded | 6a1e6394dbd7150506f85231 |
| SyNG-D | 99 | Not recorded | 6a1e6394dbd7150506f85231 |
| SyNG-D(MLP) | 99 | Not recorded | 6a1e6394dbd7150506f85231 |
| SyNG-R | 99 | Not recorded | 6a1e6394dbd7150506f85231 |
| mKPGM | 92 | Not recorded | 6a1e6394dbd7150506f85231 |
| BTER | 91 | Not recorded | 6a1e6394dbd7150506f85231 |

### VGAE

Link Prediction Accuracy Ratio: 100. Result ID: 6a1ea425fbc373592c1928da.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63001e209131ce9fc365.md>)

Recorded evaluation configuration: {"latent dimension":"4"}. This record does not assert independent reproduction.

### GRAN

Link Prediction Accuracy Ratio: 100. Result ID: 6a1ea425fbc373592c1928db.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f91e209131cea198a4.md>)

Recorded evaluation configuration: {"latent dimension":"4"}. This record does not assert independent reproduction.

### EDGE

Link Prediction Accuracy Ratio: 100. Result ID: 6a1ea425fbc373592c1928dc.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f971e209131cea467c2.md>)

Recorded evaluation configuration: {"latent dimension":"4"}. This record does not assert independent reproduction.

### ER

Link Prediction Accuracy Ratio: 99. Result ID: 6a1ea425fbc373592c1928d7.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

Recorded evaluation configuration: {"latent dimension":"4"}. This record does not assert independent reproduction.

### GraphMaker

Link Prediction Accuracy Ratio: 99. Result ID: 6a1ea425fbc373592c1928dd.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75431e209131cea66e2f.md>)

Recorded evaluation configuration: {"latent dimension":"4"}. This record does not assert independent reproduction.

### SyNG-D

Link Prediction Accuracy Ratio: 99. Result ID: 6a1ea425fbc373592c1928de.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

Recorded evaluation configuration: {"latent dimension":"4"}. This record does not assert independent reproduction.

### SyNG-D(MLP)

Link Prediction Accuracy Ratio: 99. Result ID: 6a1ea425fbc373592c1928df.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

Recorded evaluation configuration: {"latent dimension":"4","generator":"MLP"}. This record does not assert independent reproduction.

### SyNG-R

Link Prediction Accuracy Ratio: 99. Result ID: 6a1ea425fbc373592c1928e0.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

Recorded evaluation configuration: {"latent dimension":"4"}. This record does not assert independent reproduction.

### mKPGM

Link Prediction Accuracy Ratio: 92. Result ID: 6a1ea425fbc373592c1928d9.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

Recorded evaluation configuration: {"latent dimension":"4"}. This record does not assert independent reproduction.

### BTER

Link Prediction Accuracy Ratio: 91. Result ID: 6a1ea425fbc373592c1928d8.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6394dbd7150506f85231.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa2dc21e209131ce85c67c.md>)

Recorded evaluation configuration: {"latent dimension":"4"}. This record does not assert independent reproduction.

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