# Fairness Classification (Attractive label) on CelebA (test)

Source: [Fairness Classification (Attractive label) on CelebA (test)](<https://www.sota2.com/research/sota/fairness-classification-attractive-label-on-celeba-test>)

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

Data updated: 2026-02-26T06:11:13.984Z

Evaluation of fairness metrics (pAUC, EOD, EOP, DP) for binary classification models predicting the 'Attractive' attribute on the test split of the CelebA 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 | Fairness classification (Attractive label) |
| Dataset (including any stated split) | CelebA (test) |
| Metric | pAUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [pAUC](<https://www.sota2.com/research/sota/fairness-classification-attractive-label-on-celeba-test.md?metric=pAUC>): Higher is better; unit: SCALAR.

- [EOD](<https://www.sota2.com/research/sota/fairness-classification-attractive-label-on-celeba-test.md?metric=EOD>): Lower is better; unit: SCALAR.

- [EOP](<https://www.sota2.com/research/sota/fairness-classification-attractive-label-on-celeba-test.md?metric=EOP>): Lower is better; unit: SCALAR.

- [DP](<https://www.sota2.com/research/sota/fairness-classification-attractive-label-on-celeba-test.md?metric=DP>): Lower is better; unit: SCALAR.

## Recorded results

| Method | pAUC | Result date | Report paper |
| --- | --- | --- | --- |
| SMAG\* | 0.8606 | Not recorded | 68fa5c9a1e209131ce9d282d |
| SMAG | 0.8605 | Not recorded | 68fa5c9a1e209131ce9d282d |
| EGDA | 0.8546 | Not recorded | 68fa5c9a1e209131ce9d282d |
| SGDA | 0.8509 | Not recorded | 68fa5c9a1e209131ce9d282d |
| SOPA | 0.8485 | Not recorded | 68fa5c9a1e209131ce9d282d |

### SMAG\*

pAUC: 0.8606. Result ID: 698bb6ef7a967eddb770cf43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9a1e209131ce9d282d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c9a1e209131ce9d282d.md>)

Recorded evaluation configuration: {"Sensitive Attribute":"Male"}. This record does not assert independent reproduction.

### SMAG

pAUC: 0.8605. Result ID: 698bb6ef7a967eddb770cf46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9a1e209131ce9d282d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c9a1e209131ce9d282d.md>)

Recorded evaluation configuration: {"Sensitive Attribute":"Male"}. This record does not assert independent reproduction.

### EGDA

pAUC: 0.8546. Result ID: 698bb6ef7a967eddb770cf45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9a1e209131ce9d282d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57081e209131ce9a207a.md>)

Recorded evaluation configuration: {"Sensitive Attribute":"Male"}. This record does not assert independent reproduction.

### SGDA

pAUC: 0.8509. Result ID: 698bb6ef7a967eddb770cf44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9a1e209131ce9d282d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5bc01e209131ce9cb3d5.md>)

Recorded evaluation configuration: {"Sensitive Attribute":"Male"}. This record does not assert independent reproduction.

### SOPA

pAUC: 0.8485. Result ID: 698bb6ef7a967eddb770cf42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c9a1e209131ce9d282d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ade1e209131ce9c3584.md>)

Recorded evaluation configuration: {"Sensitive Attribute":"Male"}. This record does not assert independent reproduction.

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