# Link Prediction on Router 50% (train)

Source: [Link Prediction on Router 50% (train)](<https://www.sota2.com/research/sota/link-prediction-on-router-50-percent-train>)

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

Data updated: 2026-02-26T05:22:37.838Z

Evaluation of Link Prediction performance on the 50% training split of the Router dataset, measured using Average Precision (AP).

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 | Link Prediction |
| Dataset (including any stated split) | Router 50% (train) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

- [AP](<https://www.sota2.com/research/sota/link-prediction-on-router-50-percent-train.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| SEAL | 87.79 | Not recorded | 68fa65131e209131cea0807d |
| SEAL | 86.7 | Not recorded | 68fa65131e209131cea0807d |
| WLNM | 86.12 | Not recorded | 68fa65131e209131cea0807d |
| MF | 81.25 | Not recorded | 68fa65131e209131cea0807d |
| SBM | 77.77 | Not recorded | 68fa65131e209131cea0807d |
| WLK | 75.49 | Not recorded | 68fa65131e209131cea0807d |
| VGAE | 71.25 | Not recorded | 68fa65131e209131cea0807d |
| node2vec | 66.77 | Not recorded | 68fa65131e209131cea0807d |
| ENS | 65.38 | Not recorded | 68fa65131e209131cea0807d |
| PA | 65.2 | Not recorded | 68fa65131e209131cea0807d |
| LINE | 64.87 | Not recorded | 68fa65131e209131cea0807d |
| SR | 61.01 | Not recorded | 68fa65131e209131cea0807d |
| Katz | 60.87 | Not recorded | 68fa65131e209131cea0807d |
| SPC | 59.13 | Not recorded | 68fa65131e209131cea0807d |
| PR | 58.27 | Not recorded | 68fa65131e209131cea0807d |
| AA | 52.94 | Not recorded | 68fa65131e209131cea0807d |
| RA | 52.93 | Not recorded | 68fa65131e209131cea0807d |
| CN | 52.91 | Not recorded | 68fa65131e209131cea0807d |
| Jaccard | 52.71 | Not recorded | 68fa65131e209131cea0807d |

### SEAL

AP: 87.79. Result ID: 698c9aa70b614d12cff1e136.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

[Implementation](<https://github.com/muhanzhang/SEAL>)

Recorded evaluation configuration: {"h":1,"training epochs":10}. This record does not assert independent reproduction.

### SEAL

AP: 86.7. Result ID: 698c9aa70b614d12cff1e297.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

[Implementation](<https://github.com/muhanzhang/SEAL>)

Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction.

### WLNM

AP: 86.12. Result ID: 698c9aa70b614d12cff1e135.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

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

### MF

AP: 81.25. Result ID: 698c9aa70b614d12cff1e291.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction.

### SBM

AP: 77.77. Result ID: 698c9aa70b614d12cff1e292.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa29121e209131ce830bf8.md>)

Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction.

### WLK

AP: 75.49. Result ID: 698c9aa70b614d12cff1e134.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

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

### VGAE

AP: 71.25. Result ID: 698c9aa70b614d12cff1e296.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

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

Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction.

### node2vec

AP: 66.77. Result ID: 698c9aa70b614d12cff1e293.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a01e209131ce9fa578.md>)

[Implementation](<http://snap.stanford.edu/node2vec>)

Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction.

### ENS

AP: 65.38. Result ID: 698c9aa70b614d12cff1e133.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

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

### PA

AP: 65.2. Result ID: 698c9aa70b614d12cff1e12d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa31bc1e209131ce881868.md>)

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

### LINE

AP: 64.87. Result ID: 698c9aa70b614d12cff1e294.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b61e209131ce9f5953.md>)

[Implementation](<https://github.com/tangjianpku/LINE>)

Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction.

### SR

AP: 61.01. Result ID: 698c9aa70b614d12cff1e131.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

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

### Katz

AP: 60.87. Result ID: 698c9aa70b614d12cff1e130.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

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

### SPC

AP: 59.13. Result ID: 698c9aa70b614d12cff1e295.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

Recorded evaluation configuration: {"method\_type":"latent feature"}. This record does not assert independent reproduction.

### PR

AP: 58.27. Result ID: 698c9aa70b614d12cff1e132.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

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

### AA

AP: 52.94. Result ID: 698c9aa70b614d12cff1e12e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

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

### RA

AP: 52.93. Result ID: 698c9aa70b614d12cff1e12f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa24092c2a37601939e6f7.md>)

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

### CN

AP: 52.91. Result ID: 698c9aa70b614d12cff1e12b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

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

### Jaccard

AP: 52.71. Result ID: 698c9aa70b614d12cff1e12c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65131e209131cea0807d.md>)

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

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