# Synthetic Data Generation on 25 real-world tabular datasets TVAE similarity target

Source: [Synthetic Data Generation on 25 real-world tabular datasets TVAE similarity target](<https://www.sota2.com/research/sota/synthetic-data-generation-on-25-real-world-tabular-datasets-tvae-similarity-target>)

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

Data updated: 2026-04-13T09:00:02.593Z

Evaluation of synthetic tabular data generation models focusing on the computational time required for optimization across a specific collection of 25 real-world tabular datasets.

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 | Synthetic Data Generation |
| Dataset (including any stated split) | 25 real-world tabular datasets TVAE similarity target |
| Metric | Optimization Time (s) |
| Unit | TIME |
| 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

- [Optimization Time (s)](<https://www.sota2.com/research/sota/synthetic-data-generation-on-25-real-world-tabular-datasets-tvae-similarity-target.md?metric=Optimization%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Optimization Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| DiMSO | 0.056 | Not recorded | 69dc78677d0172140ec78962 |
| DiMSO | 0.207 | Not recorded | 69dc78677d0172140ec78962 |
| DiMSO | 0.598 | Not recorded | 69dc78677d0172140ec78962 |
| TVAE | 7.382 | Not recorded | 69dc78677d0172140ec78962 |

### DiMSO

Optimization Time (s): 0.056. Result ID: 69dcb03f47f34ce924c3c885.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

Recorded evaluation configuration: {"Loss Function":"RAE"}. This record does not assert independent reproduction.

### DiMSO

Optimization Time (s): 0.207. Result ID: 69dcb03f47f34ce924c3c887.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

Recorded evaluation configuration: {"Loss Function":"WC"}. This record does not assert independent reproduction.

### DiMSO

Optimization Time (s): 0.598. Result ID: 69dcb03f47f34ce924c3c886.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

Recorded evaluation configuration: {"Loss Function":"W"}. This record does not assert independent reproduction.

### TVAE

Optimization Time (s): 7.382. Result ID: 69dcb03f47f34ce924c3c888.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78677d0172140ec78962.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10e19.md>)

[Implementation](<https://github.com/DAI-Lab/CTGAN>)

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

Page 1 of 1. This is an index page, not the full collection.