# Image Classification on NAS-Bench-101 CIFAR-10

Source: [Image Classification on NAS-Bench-101 CIFAR-10](<https://www.sota2.com/research/sota/image-classification-on-nas-bench-101-cifar-10>)

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

Data updated: 2026-02-26T06:04:37.228Z

Evaluation of Image Classification performance on the CIFAR-10 dataset using the NAS-Bench-101 protocol, typically focusing on correlation metrics like Spearman rho.

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-101 CIFAR-10 |
| Metric | Spearman Rho |
| 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 Rho](<https://www.sota2.com/research/sota/image-classification-on-nas-bench-101-cifar-10.md?metric=Spearman%20Rho>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Spearman Rho | Result date | Report paper |
| --- | --- | --- | --- |
| LIBRA | 0.77 | Not recorded | 68fa78791e209131cea788e8 |
| AZ-NAS | 0.54 | Not recorded | 68fa78791e209131cea788e8 |
| T-CET | 0.23 | Not recorded | 68fa78791e209131cea788e8 |
| TE-NAS | 0.12 | Not recorded | 68fa78791e209131cea788e8 |

### LIBRA

Spearman Rho: 0.77. Result ID: 69958cb53badfaffe686631a.

[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.

### AZ-NAS

Spearman Rho: 0.54. Result ID: 69958cb53badfaffe6866319.

[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.

### T-CET

Spearman Rho: 0.23. Result ID: 69958cb53badfaffe6866318.

[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 Rho: 0.12. Result ID: 69958cb53badfaffe6866317.

[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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