# Dynamic New Link Prediction on COLAB

Source: [Dynamic New Link Prediction on COLAB](<https://www.sota2.com/research/sota/dynamic-new-link-prediction-on-colab>)

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

Data updated: 2026-02-26T05:24:25.344Z

Evaluation of dynamic link prediction performance on the COLAB 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) | COLAB |
| Metric | AUC |
| Unit | SCALAR |
| 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-colab.md?metric=AUC>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| VGRNN | 0.8595 | Not recorded | 68fa67711e209131cea164b1 |
| SI-VGRNN | 0.8545 | Not recorded | 68fa67711e209131cea164b1 |
| SI-VGRNN | 0.7795 | Not recorded | 68fa67711e209131cea164b1 |
| VGRNN | 0.7709 | Not recorded | 68fa67711e209131cea164b1 |
| DynAERNN | 0.7606 | Not recorded | 68fa67711e209131cea164b1 |
| DynRNN | 0.757 | Not recorded | 68fa67711e209131cea164b1 |
| DynAERNN | 0.7199 | Not recorded | 68fa67711e209131cea164b1 |
| DynRNN | 0.7171 | Not recorded | 68fa67711e209131cea164b1 |
| DynAE | 0.6314 | Not recorded | 68fa67711e209131cea164b1 |
| DynAE | 0.5814 | Not recorded | 68fa67711e209131cea164b1 |

### VGRNN

AUC: 0.8595. Result ID: 698d35ab8b517eb4331fd1b7.

[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: 0.8545. Result ID: 698d35ab8b517eb4331fd1b8.

[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: 0.7795. Result ID: 698d35ab8b517eb4331fd1a4.

[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: 0.7709. Result ID: 698d35ab8b517eb4331fd1a3.

[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: 0.7606. Result ID: 698d35ab8b517eb4331fd1b6.

[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: 0.757. Result ID: 698d35ab8b517eb4331fd1b5.

[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: 0.7199. Result ID: 698d35ab8b517eb4331fd1a2.

[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: 0.7171. Result ID: 698d35ab8b517eb4331fd1a1.

[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: 0.6314. Result ID: 698d35ab8b517eb4331fd1b4.

[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: 0.5814. Result ID: 698d35ab8b517eb4331fd1a0.

[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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