# Link Prediction on Router 90/10 (train)

Source: [Link Prediction on Router 90/10 (train)](<https://www.sota2.com/research/sota/link-prediction-on-router-90-10-train>)

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

Data updated: 2026-02-26T05:22:37.641Z

Evaluation of Link Prediction performance on the 90/10 training split of the Router dataset, measured using the Average Precision (AP) metric.

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 90/10 (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-90-10-train.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| SEAL | 96.23 | Not recorded | 68fa65131e209131cea0807d |
| SEAL | 95.66 | Not recorded | 68fa65131e209131cea0807d |
| WLNM | 93.53 | Not recorded | 68fa65131e209131cea0807d |
| WLK | 86.59 | Not recorded | 68fa65131e209131cea0807d |
| SBM | 84.67 | Not recorded | 68fa65131e209131cea0807d |
| MF | 82.59 | Not recorded | 68fa65131e209131cea0807d |
| SPC | 73.53 | Not recorded | 68fa65131e209131cea0807d |
| LINE | 71.92 | Not recorded | 68fa65131e209131cea0807d |
| VGAE | 70.36 | Not recorded | 68fa65131e209131cea0807d |
| ENS | 69.25 | Not recorded | 68fa65131e209131cea0807d |
| PA | 69.03 | Not recorded | 68fa65131e209131cea0807d |
| node2vec | 68.66 | Not recorded | 68fa65131e209131cea0807d |
| PR | 64.91 | Not recorded | 68fa65131e209131cea0807d |
| Katz | 64.52 | Not recorded | 68fa65131e209131cea0807d |
| SR | 58.82 | Not recorded | 68fa65131e209131cea0807d |
| RA | 56.51 | Not recorded | 68fa65131e209131cea0807d |
| AA | 56.5 | Not recorded | 68fa65131e209131cea0807d |
| CN | 56.39 | Not recorded | 68fa65131e209131cea0807d |
| Jaccard | 55.84 | Not recorded | 68fa65131e209131cea0807d |

### SEAL

AP: 96.23. Result ID: 698c9aa70b614d12cff1e196.

[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: {"training\_split":"90%"}. This record does not assert independent reproduction.

### SEAL

AP: 95.66. Result ID: 698c9aa70b614d12cff1e0a3.

[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: {"Training links ratio":"90%"}. This record does not assert independent reproduction.

### WLNM

AP: 93.53. Result ID: 698c9aa70b614d12cff1e195.

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

### WLK

AP: 86.59. Result ID: 698c9aa70b614d12cff1e194.

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

### SBM

AP: 84.67. Result ID: 698c9aa70b614d12cff1e09e.

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

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

Recorded evaluation configuration: {"Training links ratio":"90%"}. This record does not assert independent reproduction.

### MF

AP: 82.59. Result ID: 698c9aa70b614d12cff1e09d.

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

Recorded evaluation configuration: {"Training links ratio":"90%"}. This record does not assert independent reproduction.

### SPC

AP: 73.53. Result ID: 698c9aa70b614d12cff1e0a1.

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

Recorded evaluation configuration: {"Training links ratio":"90%"}. This record does not assert independent reproduction.

### LINE

AP: 71.92. Result ID: 698c9aa70b614d12cff1e0a0.

[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: {"Training links ratio":"90%"}. This record does not assert independent reproduction.

### VGAE

AP: 70.36. Result ID: 698c9aa70b614d12cff1e0a2.

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

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

Recorded evaluation configuration: {"Training links ratio":"90%"}. This record does not assert independent reproduction.

### ENS

AP: 69.25. Result ID: 698c9aa70b614d12cff1e193.

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

### PA

AP: 69.03. Result ID: 698c9aa70b614d12cff1e18d.

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

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

### node2vec

AP: 68.66. Result ID: 698c9aa70b614d12cff1e09f.

[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: {"Training links ratio":"90%"}. This record does not assert independent reproduction.

### PR

AP: 64.91. Result ID: 698c9aa70b614d12cff1e191.

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

### Katz

AP: 64.52. Result ID: 698c9aa70b614d12cff1e190.

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

### SR

AP: 58.82. Result ID: 698c9aa70b614d12cff1e192.

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

### RA

AP: 56.51. Result ID: 698c9aa70b614d12cff1e18f.

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

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

### AA

AP: 56.5. Result ID: 698c9aa70b614d12cff1e18e.

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

### CN

AP: 56.39. Result ID: 698c9aa70b614d12cff1e18b.

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

### Jaccard

AP: 55.84. Result ID: 698c9aa70b614d12cff1e18c.

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

Recorded evaluation configuration: {"training\_split":"90%"}. This record does not assert independent reproduction.

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