# Link Prediction on USAir 50% links (train)

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

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

Data updated: 2026-02-26T05:22:37.693Z

Evaluation of Link Prediction performance on the 50% links training split of the USAir dataset, measured by 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) | USAir 50% links (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-usair-50-percent-links-train.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| SEAL | 94.15 | Not recorded | 68fa65131e209131cea0807d |
| SEAL | 94.11 | Not recorded | 68fa65131e209131cea0807d |
| WLK | 93.34 | Not recorded | 68fa65131e209131cea0807d |
| SBM | 92.79 | Not recorded | 68fa65131e209131cea0807d |
| WLNM | 92.54 | Not recorded | 68fa65131e209131cea0807d |
| MF | 92.33 | Not recorded | 68fa65131e209131cea0807d |
| SR | 91.93 | Not recorded | 68fa65131e209131cea0807d |
| Katz | 91.29 | Not recorded | 68fa65131e209131cea0807d |
| ENS | 90.47 | Not recorded | 68fa65131e209131cea0807d |
| PA | 90.29 | Not recorded | 68fa65131e209131cea0807d |
| VGAE | 89.86 | Not recorded | 68fa65131e209131cea0807d |
| RA | 89.54 | Not recorded | 68fa65131e209131cea0807d |
| AA | 89.39 | Not recorded | 68fa65131e209131cea0807d |
| CN | 87.6 | Not recorded | 68fa65131e209131cea0807d |
| node2vec | 82.51 | Not recorded | 68fa65131e209131cea0807d |
| Jaccard | 80.35 | Not recorded | 68fa65131e209131cea0807d |
| PR | 73.04 | Not recorded | 68fa65131e209131cea0807d |
| LINE | 71.75 | Not recorded | 68fa65131e209131cea0807d |
| SPC | 70.18 | Not recorded | 68fa65131e209131cea0807d |

### SEAL

AP: 94.15. Result ID: 698c9aa70b614d12cff1e274.

[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.

### SEAL

AP: 94.11. Result ID: 698c9aa70b614d12cff1e0ee.

[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.

### WLK

AP: 93.34. Result ID: 698c9aa70b614d12cff1e0ec.

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

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

### SBM

AP: 92.79. Result ID: 698c9aa70b614d12cff1e26f.

[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.

### WLNM

AP: 92.54. Result ID: 698c9aa70b614d12cff1e0ed.

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

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

### MF

AP: 92.33. Result ID: 698c9aa70b614d12cff1e26e.

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

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

### SR

AP: 91.93. Result ID: 698c9aa70b614d12cff1e0e9.

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

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

### Katz

AP: 91.29. Result ID: 698c9aa70b614d12cff1e0e8.

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

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

### ENS

AP: 90.47. Result ID: 698c9aa70b614d12cff1e0eb.

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

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

### PA

AP: 90.29. Result ID: 698c9aa70b614d12cff1e0e5.

[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.

### VGAE

AP: 89.86. Result ID: 698c9aa70b614d12cff1e273.

[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.

### RA

AP: 89.54. Result ID: 698c9aa70b614d12cff1e0e7.

[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.

### AA

AP: 89.39. Result ID: 698c9aa70b614d12cff1e0e6.

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

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

### CN

AP: 87.6. Result ID: 698c9aa70b614d12cff1e0e3.

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

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

### node2vec

AP: 82.51. Result ID: 698c9aa70b614d12cff1e270.

[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.

### Jaccard

AP: 80.35. Result ID: 698c9aa70b614d12cff1e0e4.

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

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

### PR

AP: 73.04. Result ID: 698c9aa70b614d12cff1e0ea.

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

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

### LINE

AP: 71.75. Result ID: 698c9aa70b614d12cff1e271.

[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.

### SPC

AP: 70.18. Result ID: 698c9aa70b614d12cff1e272.

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

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

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