# Counterfactual Explanation on Celeb-A Blond

Source: [Counterfactual Explanation on Celeb-A Blond](<https://www.sota2.com/research/sota/counterfactual-explanation-on-celeb-a-blond>)

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

Data updated: 2026-03-19T07:52:20.870Z

Evaluation of counterfactual explanation models applied to the Celeb-A Blond subset, focusing on metrics related to explanation quality such as sparsity, NAFR, and diversity.

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 | Counterfactual Explanation |
| Dataset (including any stated split) | Celeb-A Blond |
| Metric | NA Score |
| Unit | PERCENT |
| 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

- [NA Score](<https://www.sota2.com/research/sota/counterfactual-explanation-on-celeb-a-blond.md?metric=NA%20Score>): Higher is better; unit: PERCENT.

- [Sparsity](<https://www.sota2.com/research/sota/counterfactual-explanation-on-celeb-a-blond.md?metric=Sparsity>): Higher is better; unit: PERCENT.

- [NAFR](<https://www.sota2.com/research/sota/counterfactual-explanation-on-celeb-a-blond.md?metric=NAFR>): Higher is better; unit: PERCENT.

- [Diversity](<https://www.sota2.com/research/sota/counterfactual-explanation-on-celeb-a-blond.md?metric=Diversity>): Higher is better; unit: PERCENT.

- [Gain](<https://www.sota2.com/research/sota/counterfactual-explanation-on-celeb-a-blond.md?metric=Gain>): Higher is better; unit: SCALAR.

## Recorded results

| Method | NA Score | Result date | Report paper |
| --- | --- | --- | --- |
| SCE | 100 | Not recorded | 69bb82ea0636e5bf4afc1888 |
| SCE-LITE-HQ | 86.7 | Not recorded | 69bb82ea0636e5bf4afc1888 |
| ACE | 73.3 | Not recorded | 69bb82ea0636e5bf4afc1888 |
| DIME | 64.4 | Not recorded | 69bb82ea0636e5bf4afc1888 |
| FastDIME | 62.5 | Not recorded | 69bb82ea0636e5bf4afc1888 |

### SCE

NA Score: 100. Result ID: 69bbaac047f34ce924a54676.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82ea0636e5bf4afc1888.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79891e209131cea7e1cf.md>)

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

### SCE-LITE-HQ

NA Score: 86.7. Result ID: 69bbaac047f34ce924a54677.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82ea0636e5bf4afc1888.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69bb82ea0636e5bf4afc1888.md>)

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

### ACE

NA Score: 73.3. Result ID: 69bbaac047f34ce924a54673.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82ea0636e5bf4afc1888.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea4204f.md>)

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

### DIME

NA Score: 64.4. Result ID: 69bbaac047f34ce924a54674.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82ea0636e5bf4afc1888.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c171e209131cea3215c.md>)

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

### FastDIME

NA Score: 62.5. Result ID: 69bbaac047f34ce924a54675.

[Reporting paper](<https://www.sota2.com/research/paper/69bb82ea0636e5bf4afc1888.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74211e209131cea5fd53.md>)

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

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