# Dynamic new link prediction on Facebook

Source: [Dynamic new link prediction on Facebook](<https://www.sota2.com/research/sota/dynamic-new-link-prediction-on-facebook>)

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

Data updated: 2026-02-26T05:24:25.363Z

Evaluation of Dynamic new link prediction performance on the Facebook dataset, measured using 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 new link prediction |
| Dataset (including any stated split) | Facebook |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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-new-link-prediction-on-facebook.md?metric=AUC>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| SI-VGRNN | 90.94 | Not recorded | 68fa67711e209131cea164b1 |
| VGRNN | 89.47 | Not recorded | 68fa67711e209131cea164b1 |
| SI-VGRNN | 87.74 | Not recorded | 68fa67711e209131cea164b1 |
| VGRNN | 87.2 | Not recorded | 68fa67711e209131cea164b1 |
| DynAERNN | 76.35 | Not recorded | 68fa67711e209131cea164b1 |
| DynAERNN | 76.02 | Not recorded | 68fa67711e209131cea164b1 |
| DynRNN | 73.32 | Not recorded | 68fa67711e209131cea164b1 |
| DynRNN | 73.18 | Not recorded | 68fa67711e209131cea164b1 |
| DynAE | 56.06 | Not recorded | 68fa67711e209131cea164b1 |
| DynAE | 54.62 | Not recorded | 68fa67711e209131cea164b1 |

### SI-VGRNN

AUC: 90.94. Result ID: 698d35ab8b517eb4331fd1bd.

[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: 89.47. Result ID: 698d35ab8b517eb4331fd1bc.

[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.

### SI-VGRNN

AUC: 87.74. Result ID: 698d35ab8b517eb4331fd1a9.

[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: 87.2. Result ID: 698d35ab8b517eb4331fd1a8.

[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.

### DynAERNN

AUC: 76.35. Result ID: 698d35ab8b517eb4331fd1a7.

[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.

### DynAERNN

AUC: 76.02. Result ID: 698d35ab8b517eb4331fd1bb.

[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.

### DynRNN

AUC: 73.32. Result ID: 698d35ab8b517eb4331fd1a6.

[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.

### DynRNN

AUC: 73.18. Result ID: 698d35ab8b517eb4331fd1ba.

[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: 56.06. Result ID: 698d35ab8b517eb4331fd1b9.

[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: 54.62. Result ID: 698d35ab8b517eb4331fd1a5.

[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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