# Graph Reconstruction on Scale-free BA (test)

Source: [Graph Reconstruction on Scale-free BA (test)](<https://www.sota2.com/research/sota/graph-reconstruction-on-scale-free-ba-test>)

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

Data updated: 2026-02-26T05:45:44.136Z

Evaluation of graph reconstruction performance on the test split of the Scale-free Barabasi-Albert (BA) synthetic graph model, measured using metrics like GMSE and NMSE.

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 | Graph reconstruction |
| Dataset (including any stated split) | Scale-free BA (test) |
| Metric | GMSE |
| Unit | SCALAR |
| Direction | Lower 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

- [GMSE](<https://www.sota2.com/research/sota/graph-reconstruction-on-scale-free-ba-test.md?metric=GMSE>): Lower is better; unit: SCALAR.

- [NMSE](<https://www.sota2.com/research/sota/graph-reconstruction-on-scale-free-ba-test.md?metric=NMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | GMSE | Result date | Report paper |
| --- | --- | --- | --- |
| L2G | 0.0594 | Not recorded | 68fa70621e209131cea4ac96 |
| Unrolling | 0.1079 | Not recorded | 68fa70621e209131cea4ac96 |
| Recurrent Unrolling | 0.3018 | Not recorded | 68fa70621e209131cea4ac96 |
| PDS | 0.4033 | Not recorded | 68fa70621e209131cea4ac96 |
| ADMM | 0.4094 | Not recorded | 68fa70621e209131cea4ac96 |
| Deep-graph | 0.8423 | Not recorded | 68fa70621e209131cea4ac96 |

### L2G

GMSE: 0.0594. Result ID: 69912e033a6c31484906440b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4ac96.md>)

[Implementation](<https://github.com/xpuoxford/L2G-neurips2021>)

Recorded evaluation configuration: {"Type":"Proposed"}. This record does not assert independent reproduction.

### Unrolling

GMSE: 0.1079. Result ID: 69912e033a6c31484906440a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4ac96.md>)

[Implementation](<https://github.com/xpuoxford/L2G-neurips2021>)

Recorded evaluation configuration: {"Type":"Proposed (Ablation)"}. This record does not assert independent reproduction.

### Recurrent Unrolling

GMSE: 0.3018. Result ID: 69912e033a6c314849064409.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4ac96.md>)

[Implementation](<https://github.com/xpuoxford/L2G-neurips2021>)

Recorded evaluation configuration: {"Type":"Proposed (Ablation)"}. This record does not assert independent reproduction.

### PDS

GMSE: 0.4033. Result ID: 69912e033a6c314849064406.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa32c71e209131ce88a7f7.md>)

Recorded evaluation configuration: {"Type":"Iterative algorithm"}. This record does not assert independent reproduction.

### ADMM

GMSE: 0.4094. Result ID: 69912e033a6c314849064405.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4ac96.md>)

Recorded evaluation configuration: {"Type":"Iterative algorithm"}. This record does not assert independent reproduction.

### Deep-graph

GMSE: 0.8423. Result ID: 69912e033a6c314849064408.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70621e209131cea4ac96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7d711e209131cea93125.md>)

Recorded evaluation configuration: {"Type":"Learned to optimise"}. This record does not assert independent reproduction.

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