# Architecture Performance Evaluation on NASNet search space CIFAR

Source: [Architecture Performance Evaluation on NASNet search space CIFAR](<https://www.sota2.com/research/sota/architecture-performance-evaluation-on-nasnet-search-space-cifar>)

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

Data updated: 2026-02-26T06:04:34.539Z

Evaluation of architecture performance estimation within the NASNet search space defined over CIFAR datasets, measured using Spearman Correlation.

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 | Architecture Performance Evaluation |
| Dataset (including any stated split) | NASNet search space CIFAR |
| Metric | Spearman Correlation |
| Unit | SCALAR |
| 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

- [Spearman Correlation](<https://www.sota2.com/research/sota/architecture-performance-evaluation-on-nasnet-search-space-cifar.md?metric=Spearman%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Spearman Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| FT-ScoreNet | 0.803 | Not recorded | 68fa70b01e209131cea4c95f |
| FT-ScoreNet | 0.713 | Not recorded | 68fa70b01e209131cea4c95f |
| FT-ScoreNet | 0.699 | Not recorded | 68fa70b01e209131cea4c95f |
| FT-ScoreNet | 0.648 | Not recorded | 68fa70b01e209131cea4c95f |
| FT-ScoreNet | 0.633 | Not recorded | 68fa70b01e209131cea4c95f |
| FT-ScoreNet | 0.453 | Not recorded | 68fa70b01e209131cea4c95f |
| FT-ScoreNet | 0.442 | Not recorded | 68fa70b01e209131cea4c95f |
| NASWOT | 0.418 | Not recorded | 68fa70b01e209131cea4c95f |
| Params | 0.411 | Not recorded | 68fa70b01e209131cea4c95f |
| FT-ScoreNet | 0.199 | Not recorded | 68fa70b01e209131cea4c95f |
| Zen-Score | 0.102 | Not recorded | 68fa70b01e209131cea4c95f |

### FT-ScoreNet

Spearman Correlation: 0.803. Result ID: 6991532f3a6c314849075213.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Implementation](<https://github.com/minh1409/DFT-NPZS-NAS>)

Recorded evaluation configuration: {"Training Dataset":"NASNet","Normalization":"V-Norm"}. This record does not assert independent reproduction.

### FT-ScoreNet

Spearman Correlation: 0.713. Result ID: 6991532f3a6c314849075215.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Implementation](<https://github.com/minh1409/DFT-NPZS-NAS>)

Recorded evaluation configuration: {"Training Dataset":"ENAS","Normalization":"V-Norm"}. This record does not assert independent reproduction.

### FT-ScoreNet

Spearman Correlation: 0.699. Result ID: 6991532f3a6c314849075214.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Implementation](<https://github.com/minh1409/DFT-NPZS-NAS>)

Recorded evaluation configuration: {"Training Dataset":"Amoeba","Normalization":"V-Norm"}. This record does not assert independent reproduction.

### FT-ScoreNet

Spearman Correlation: 0.648. Result ID: 6991532f3a6c314849075216.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Implementation](<https://github.com/minh1409/DFT-NPZS-NAS>)

Recorded evaluation configuration: {"Training Dataset":"PNAS","Normalization":"V-Norm"}. This record does not assert independent reproduction.

### FT-ScoreNet

Spearman Correlation: 0.633. Result ID: 6991532f3a6c314849075212.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Implementation](<https://github.com/minh1409/DFT-NPZS-NAS>)

Recorded evaluation configuration: {"Training Dataset":"DARTS","Normalization":"V-Norm"}. This record does not assert independent reproduction.

### FT-ScoreNet

Spearman Correlation: 0.453. Result ID: 6991532f3a6c314849075219.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Implementation](<https://github.com/minh1409/DFT-NPZS-NAS>)

Recorded evaluation configuration: {"Training Dataset":"Macro","Normalization":"V-Norm"}. This record does not assert independent reproduction.

### FT-ScoreNet

Spearman Correlation: 0.442. Result ID: 6991532f3a6c314849075217.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Implementation](<https://github.com/minh1409/DFT-NPZS-NAS>)

Recorded evaluation configuration: {"Training Dataset":"NB201","Normalization":"V-Norm"}. This record does not assert independent reproduction.

### NASWOT

Spearman Correlation: 0.418. Result ID: 6991532f3a6c31484907521c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1f1e209131cea261b2.md>)

[Implementation](<https://github.com/BayesWatch/nas-without-training>)

Recorded evaluation configuration: {"Normalization":"V-Norm","Category":"Handcrafted"}. This record does not assert independent reproduction.

### Params

Spearman Correlation: 0.411. Result ID: 6991532f3a6c31484907521b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

Recorded evaluation configuration: {"Normalization":"V-Norm","Category":"Handcrafted"}. This record does not assert independent reproduction.

### FT-ScoreNet

Spearman Correlation: 0.199. Result ID: 6991532f3a6c314849075218.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

[Implementation](<https://github.com/minh1409/DFT-NPZS-NAS>)

Recorded evaluation configuration: {"Training Dataset":"NB101","Normalization":"V-Norm"}. This record does not assert independent reproduction.

### Zen-Score

Spearman Correlation: 0.102. Result ID: 6991532f3a6c31484907521a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c95f.md>)

Recorded evaluation configuration: {"Normalization":"V-Norm","Category":"Handcrafted"}. This record does not assert independent reproduction.

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