# Reconstruction on unbalanced1 synthetic (test)

Source: [Reconstruction on unbalanced1 synthetic (test)](<https://www.sota2.com/research/sota/reconstruction-on-unbalanced1-synthetic-test>)

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

Data updated: 2026-02-26T05:52:17.231Z

Evaluation of reconstruction performance on the test split of the unbalanced1 synthetic dataset, measured by Mean reconstruction error and Standard deviation of error.

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 | Reconstruction |
| Dataset (including any stated split) | unbalanced1 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/reconstruction-on-unbalanced1-synthetic-test.md?metric=Mean%20Reconstruction%20Error>): Lower is better; unit: SCALAR.

- [Std Dev of Error](<https://www.sota2.com/research/sota/reconstruction-on-unbalanced1-synthetic-test.md?metric=Std%20Dev%20of%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Mean Reconstruction Error | Result date | Report paper |
| --- | --- | --- | --- |
| Nested | 3.1 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| EPGA | 3.23 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| tPCA | 4.98 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| HoroPCA | 6.51 | Not recorded | 68fa6b5e1e209131cea2dc02 |

### Nested

Mean Reconstruction Error: 3.1. Result ID: 698e80dfffc3901de09e26a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

Recorded evaluation configuration: {"Source Space":"L^10","Target Space":"L^2"}. This record does not assert independent reproduction.

### EPGA

Mean Reconstruction Error: 3.23. Result ID: 698e80dfffc3901de09e26a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

Recorded evaluation configuration: {"Source Space":"L^10","Target Space":"L^2"}. This record does not assert independent reproduction.

### tPCA

Mean Reconstruction Error: 4.98. Result ID: 698e80dfffc3901de09e26a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

Recorded evaluation configuration: {"Source Space":"L^10","Target Space":"L^2"}. This record does not assert independent reproduction.

### HoroPCA

Mean Reconstruction Error: 6.51. Result ID: 698e80dfffc3901de09e26a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5f1e209131cea27d0f.md>)

Recorded evaluation configuration: {"Source Space":"L^10","Target Space":"L^2"}. This record does not assert independent reproduction.

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