# Link Prediction on Triangle lattice 50 x 50 (test)

Source: [Link Prediction on Triangle lattice 50 x 50 (test)](<https://www.sota2.com/research/sota/link-prediction-on-triangle-lattice-50-x-50-test>)

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

Data updated: 2026-02-26T05:24:29.734Z

Evaluation of Link Prediction performance on the test split of the Triangle lattice 50 x 50 dataset, typically measured using AUC.

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) | Triangle lattice 50 x 50 (test) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [AUC](<https://www.sota2.com/research/sota/link-prediction-on-triangle-lattice-50-x-50-test.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| WALKPOOL | 99.77 | Not recorded | 68fa6bfb1e209131cea31655 |
| SEAL | 99.54 | Not recorded | 68fa6bfb1e209131cea31655 |
| AA | 95.16 | Not recorded | 68fa6bfb1e209131cea31655 |
| CN | 95.15 | Not recorded | 68fa6bfb1e209131cea31655 |
| VGAE | 37.14 | Not recorded | 68fa6bfb1e209131cea31655 |

### WALKPOOL

AUC: 99.77. Result ID: 698eb218ffc3901de09fdf81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfb1e209131cea31655.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfb1e209131cea31655.md>)

[Implementation](<https://github.com/DaDaCheng/WalkPooling>)

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

### SEAL

AUC: 99.54. Result ID: 698eb218ffc3901de09fdf82.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfb1e209131cea31655.md>)

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

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

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

### AA

AUC: 95.16. Result ID: 698eb218ffc3901de09fdf83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfb1e209131cea31655.md>)

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

### CN

AUC: 95.15. Result ID: 698eb218ffc3901de09fdf84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfb1e209131cea31655.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa2f7b1e209131ce86c507.md>)

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

### VGAE

AUC: 37.14. Result ID: 698eb218ffc3901de09fdf85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfb1e209131cea31655.md>)

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

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

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