# Image Classification on NAS-Bench-201 CIFAR-10

Source: [Image Classification on NAS-Bench-201 CIFAR-10](<https://www.sota2.com/research/sota/image-classification-on-nas-bench-201-cifar-10>)

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

Data updated: 2026-02-26T06:04:35.303Z

Evaluation of Image Classification performance on the CIFAR-10 dataset following the NAS-Bench-201 protocol, typically involving correlation 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 | Image Classification |
| Dataset (including any stated split) | NAS-Bench-201 CIFAR-10 |
| Metric | Spearman Correlation |
| Unit | SCALAR |
| Direction | Higher 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

- [Spearman Correlation](<https://www.sota2.com/research/sota/image-classification-on-nas-bench-201-cifar-10.md?metric=Spearman%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Spearman Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| AZ-NAS | 0.91 | Not recorded | 68fa78791e209131cea788e8 |
| LIBRA | 0.89 | Not recorded | 68fa78791e209131cea788e8 |
| T-CET | 0.77 | Not recorded | 68fa78791e209131cea788e8 |
| TE-NAS | 0.7 | Not recorded | 68fa78791e209131cea788e8 |

### AZ-NAS

Spearman Correlation: 0.91. Result ID: 69958cb53badfaffe686630d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ad1e209131cea57cf4.md>)

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

### LIBRA

Spearman Correlation: 0.89. Result ID: 69958cb53badfaffe686630e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788e8.md>)

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

### T-CET

Spearman Correlation: 0.77. Result ID: 69958cb53badfaffe686630c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788e8.md>)

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

### TE-NAS

Spearman Correlation: 0.7. Result ID: 69958cb53badfaffe686630b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78791e209131cea788e8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69971e209131cea22e8f.md>)

[Implementation](<https://github.com/VITA-Group/TENAS>)

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

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