# Dynamic Link Detection on Social Evo. (10 runs on random splits)

Source: [Dynamic Link Detection on Social Evo. (10 runs on random splits)](<https://www.sota2.com/research/sota/dynamic-link-detection-on-social-evo-10-runs-on-random-splits>)

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

Data updated: 2026-02-26T05:24:25.284Z

Evaluation of Dynamic Link Detection performance on the Social Evo. dataset, utilizing 10 runs on random splits, reporting AUC and 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 | Dynamic Link Detection |
| Dataset (including any stated split) | Social Evo. (10 runs on random splits) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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/dynamic-link-detection-on-social-evo-10-runs-on-random-splits.md?metric=AUC>): Higher is better; unit: PERCENT.

- [AP](<https://www.sota2.com/research/sota/dynamic-link-detection-on-social-evo-10-runs-on-random-splits.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| SI-VGRNN | 83.36 | Not recorded | 68fa67711e209131cea164b1 |
| VGRNN | 82.69 | Not recorded | 68fa67711e209131cea164b1 |
| VGAE | 79.85 | Not recorded | 68fa67711e209131cea164b1 |
| DynAERNN | 78.67 | Not recorded | 68fa67711e209131cea164b1 |
| GRNN | 78.27 | Not recorded | 68fa67711e209131cea164b1 |
| DynRNN | 74.13 | Not recorded | 68fa67711e209131cea164b1 |
| DynAE | 71.41 | Not recorded | 68fa67711e209131cea164b1 |

### SI-VGRNN

AUC: 83.36. Result ID: 698d35ab8b517eb4331fd18c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164b1.md>)

[Implementation](<https://github.com/VGraphRNN/VGRNN>)

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

### VGRNN

AUC: 82.69. Result ID: 698d35ab8b517eb4331fd18b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164b1.md>)

[Implementation](<https://github.com/VGraphRNN/VGRNN>)

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

### VGAE

AUC: 79.85. Result ID: 698d35ab8b517eb4331fd186.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164b1.md>)

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

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

### DynAERNN

AUC: 78.67. Result ID: 698d35ab8b517eb4331fd189.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0eddf.md>)

[Implementation](<https://github.com/palash1992/DynamicGEM>)

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

### GRNN

AUC: 78.27. Result ID: 698d35ab8b517eb4331fd18a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63081e209131ce9fc7fe.md>)

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

### DynRNN

AUC: 74.13. Result ID: 698d35ab8b517eb4331fd188.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0eddf.md>)

[Implementation](<https://github.com/palash1992/DynamicGEM>)

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

### DynAE

AUC: 71.41. Result ID: 698d35ab8b517eb4331fd187.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67711e209131cea164b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66371e209131cea0eddf.md>)

[Implementation](<https://github.com/palash1992/DynamicGEM>)

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

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