# Synthetic Data Distinguishability on UCI Adult

Source: [Synthetic Data Distinguishability on UCI Adult](<https://www.sota2.com/research/sota/synthetic-data-distinguishability-on-uci-adult>)

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

Data updated: 2026-06-11T06:44:56.325Z

Evaluation of the distinguishability of synthetic data generated from the UCI Adult dataset, measured using metrics like DRS (Distinguishability Risk Score) and Linkage metrics.

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 Distinguishability |
| Dataset (including any stated split) | UCI Adult |
| Metric | p\_hat Real |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [p\_hat Real](<https://www.sota2.com/research/sota/synthetic-data-distinguishability-on-uci-adult.md?metric=p_hat%20Real>): Higher is better; unit: PERCENT.

- [DRS C1](<https://www.sota2.com/research/sota/synthetic-data-distinguishability-on-uci-adult.md?metric=DRS%20C1>): Higher is better; unit: PERCENT.

- [DRS C2](<https://www.sota2.com/research/sota/synthetic-data-distinguishability-on-uci-adult.md?metric=DRS%20C2>): Higher is better; unit: PERCENT.

- [C2ST](<https://www.sota2.com/research/sota/synthetic-data-distinguishability-on-uci-adult.md?metric=C2ST>): Higher is better; unit: SCALAR.

- [Linkage](<https://www.sota2.com/research/sota/synthetic-data-distinguishability-on-uci-adult.md?metric=Linkage>): Higher is better; unit: PERCENT.

- [p\_hat Synthetic](<https://www.sota2.com/research/sota/synthetic-data-distinguishability-on-uci-adult.md?metric=p_hat%20Synthetic>): Higher is better; unit: PERCENT.

- [DRS Overall](<https://www.sota2.com/research/sota/synthetic-data-distinguishability-on-uci-adult.md?metric=DRS%20Overall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | p\_hat Real | Result date | Report paper |
| --- | --- | --- | --- |
| CTGAN | 100 | Not recorded | 6a28f33c90966ade919c16eb |
| CTGAN | 100 | Not recorded | 6a28f33c90966ade919c16eb |
| TVAE | 100 | Not recorded | 6a28f33c90966ade919c16eb |
| TVAE | 100 | Not recorded | 6a28f33c90966ade919c16eb |
| CTGAN | 100 | Not recorded | 6a28f33c90966ade919c16eb |
| CTGAN | 100 | Not recorded | 6a28f33c90966ade919c16eb |
| TVAE | 100 | Not recorded | 6a28f33c90966ade919c16eb |
| TVAE | 100 | Not recorded | 6a28f33c90966ade919c16eb |

### CTGAN

p\_hat Real: 100. Result ID: 6a2a58c2fbc373592c26c955.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33c90966ade919c16eb.md>)

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

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

Recorded evaluation configuration: {"Provider":"Groq","Condition":"C1","N":"12"}. This record does not assert independent reproduction.

### CTGAN

p\_hat Real: 100. Result ID: 6a2a58c2fbc373592c26c956.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33c90966ade919c16eb.md>)

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

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

Recorded evaluation configuration: {"Provider":"Groq","Condition":"C2","N":"12"}. This record does not assert independent reproduction.

### TVAE

p\_hat Real: 100. Result ID: 6a2a58c2fbc373592c26c957.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33c90966ade919c16eb.md>)

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

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

Recorded evaluation configuration: {"Provider":"Groq","Condition":"C1","N":"11"}. This record does not assert independent reproduction.

### TVAE

p\_hat Real: 100. Result ID: 6a2a58c2fbc373592c26c958.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33c90966ade919c16eb.md>)

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

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

Recorded evaluation configuration: {"Provider":"Groq","Condition":"C2","N":"11"}. This record does not assert independent reproduction.

### CTGAN

p\_hat Real: 100. Result ID: 6a2a58c2fbc373592c26c959.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33c90966ade919c16eb.md>)

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

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

Recorded evaluation configuration: {"Provider":"Gemini","Condition":"C1","N":"12"}. This record does not assert independent reproduction.

### CTGAN

p\_hat Real: 100. Result ID: 6a2a58c2fbc373592c26c95a.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33c90966ade919c16eb.md>)

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

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

Recorded evaluation configuration: {"Provider":"Gemini","Condition":"C2","N":"12"}. This record does not assert independent reproduction.

### TVAE

p\_hat Real: 100. Result ID: 6a2a58c2fbc373592c26c95b.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33c90966ade919c16eb.md>)

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

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

Recorded evaluation configuration: {"Provider":"Gemini","Condition":"C1","N":"11"}. This record does not assert independent reproduction.

### TVAE

p\_hat Real: 100. Result ID: 6a2a58c2fbc373592c26c95c.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f33c90966ade919c16eb.md>)

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

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

Recorded evaluation configuration: {"Provider":"Gemini","Condition":"C2","N":"11"}. This record does not assert independent reproduction.

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