# Synthetic Data Generation on health insurance

Source: [Synthetic Data Generation on health insurance](<https://www.sota2.com/research/sota/synthetic-data-generation-on-health-insurance>)

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

Data updated: 2026-05-07T09:26:36.533Z

Evaluation of the computational efficiency (running time) required by models to generate synthetic tabular data based on the health insurance 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 | Synthetic Data Generation |
| Dataset (including any stated split) | health insurance |
| Metric | Running Time |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 8 of 8 |
| 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

- [Running Time](<https://www.sota2.com/research/sota/synthetic-data-generation-on-health-insurance.md?metric=Running%20Time>): Lower is better; unit: TIME.

## Recorded results

| Method | Running Time | Result date | Report paper |
| --- | --- | --- | --- |
| TVAE | 32.63 | Not recorded | 69fc1c8e5497b3b670c88505 |
| tabDDPM | 43.27 | Not recorded | 69fc1c8e5497b3b670c88505 |
| DiffICL | 69.16 | Not recorded | 69fc1c8e5497b3b670c88505 |
| TabSYN | 82.56 | Not recorded | 69fc1c8e5497b3b670c88505 |
| TabDiff | 101.3 | Not recorded | 69fc1c8e5497b3b670c88505 |
| GReaT | 119.11 | Not recorded | 69fc1c8e5497b3b670c88505 |
| CTABGAN+ | 215.16 | Not recorded | 69fc1c8e5497b3b670c88505 |
| CTGAN | 266.32 | Not recorded | 69fc1c8e5497b3b670c88505 |

### TVAE

Running Time: 32.63. Result ID: 69fc5a3b47f34ce924df5a7a.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c8e5497b3b670c88505.md>)

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

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

Recorded evaluation configuration: {"Training steps":"2000","Number of synthetic samples":"2500"}. This record does not assert independent reproduction.

### tabDDPM

Running Time: 43.27. Result ID: 69fc5a3b47f34ce924df5a77.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c8e5497b3b670c88505.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa751c1e209131cea65d9e.md>)

Recorded evaluation configuration: {"Training steps":"5000","Number of synthetic samples":"2500"}. This record does not assert independent reproduction.

### DiffICL

Running Time: 69.16. Result ID: 69fc5a3b47f34ce924df5a7c.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c8e5497b3b670c88505.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fc1c8e5497b3b670c88505.md>)

Recorded evaluation configuration: {"Number of synthetic samples":"2500","Pre-training time":"excluded"}. This record does not assert independent reproduction.

### TabSYN

Running Time: 82.56. Result ID: 69fc5a3b47f34ce924df5a79.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c8e5497b3b670c88505.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73261e209131cea5ab3b.md>)

Recorded evaluation configuration: {"Training steps":"2000","Number of synthetic samples":"2500"}. This record does not assert independent reproduction.

### TabDiff

Running Time: 101.3. Result ID: 69fc5a3b47f34ce924df5a78.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c8e5497b3b670c88505.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77071e209131cea7096f.md>)

Recorded evaluation configuration: {"Training steps":"2000","Number of synthetic samples":"2500"}. This record does not assert independent reproduction.

### GReaT

Running Time: 119.11. Result ID: 69fc5a3b47f34ce924df5a7b.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c8e5497b3b670c88505.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f291e209131cea442a2.md>)

Recorded evaluation configuration: {"Training steps":"2000","Number of synthetic samples":"2500"}. This record does not assert independent reproduction.

### CTABGAN+

Running Time: 215.16. Result ID: 69fc5a3b47f34ce924df5a75.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c8e5497b3b670c88505.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c311e209131cea32bd3.md>)

Recorded evaluation configuration: {"Training steps":"2000","Number of synthetic samples":"2500"}. This record does not assert independent reproduction.

### CTGAN

Running Time: 266.32. Result ID: 69fc5a3b47f34ce924df5a76.

[Reporting paper](<https://www.sota2.com/research/paper/69fc1c8e5497b3b670c88505.md>)

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

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

Recorded evaluation configuration: {"Training steps":"2000","Number of synthetic samples":"2500"}. This record does not assert independent reproduction.

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