# Graph Reconstruction and Density Estimation on Ego-nets synthetic (test)

Source: [Graph Reconstruction and Density Estimation on Ego-nets synthetic (test)](<https://www.sota2.com/research/sota/graph-reconstruction-and-density-estimation-on-ego-nets-synthetic-test>)

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

Data updated: 2026-02-26T05:52:17.137Z

Evaluation of model performance on graph reconstruction and density estimation tasks using the test split of the Ego-nets synthetic dataset.

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 and Density Estimation |
| Dataset (including any stated split) | Ego-nets synthetic (test) |
| Metric | Mean Reconstruction Error |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [Mean Reconstruction Error](<https://www.sota2.com/research/sota/graph-reconstruction-and-density-estimation-on-ego-nets-synthetic-test.md?metric=Mean%20Reconstruction%20Error>): Lower is better; unit: SCALAR.

- [NLL (nats)](<https://www.sota2.com/research/sota/graph-reconstruction-and-density-estimation-on-ego-nets-synthetic-test.md?metric=NLL%20(nats)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Mean Reconstruction Error | Result date | Report paper |
| --- | --- | --- | --- |
| Graphite-AE | 182.79 | Not recorded | 68fa65bc1e209131cea0c051 |
| GAE | 197.3 | Not recorded | 68fa65bc1e209131cea0c051 |

### Graphite-AE

Mean Reconstruction Error: 182.79. Result ID: 698cc4d78b517eb4331c9cee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65bc1e209131cea0c051.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bc1e209131cea0c051.md>)

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

### GAE

Mean Reconstruction Error: 197.3. Result ID: 698cc4d78b517eb4331c9ced.

[Reporting paper](<https://www.sota2.com/research/paper/68fa65bc1e209131cea0c051.md>)

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

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

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