# Neural Architecture Search on NASBench-101 ImageNet

Source: [Neural Architecture Search on NASBench-101 ImageNet](<https://www.sota2.com/research/sota/neural-architecture-search-on-nasbench-101-imagenet>)

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

Data updated: 2026-02-26T06:02:11.550Z

Evaluation of Neural Architecture Search performance on the NASBench-101 ImageNet dataset, measured by the retrieving rate @ top 10%.

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 | Neural Architecture Search |
| Dataset (including any stated split) | NASBench-101 ImageNet |
| Metric | Retrieving Rate @ Top 10% |
| 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

- [Retrieving Rate @ Top 10%](<https://www.sota2.com/research/sota/neural-architecture-search-on-nasbench-101-imagenet.md?metric=Retrieving%20Rate%20%40%20Top%2010%25>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Retrieving Rate @ Top 10% | Result date | Report paper |
| --- | --- | --- | --- |
| GenNAS | 64 | Not recorded | 68fa6b491e209131cea2d4f2 |
| GenNAS | 54 | Not recorded | 68fa6b491e209131cea2d4f2 |
| GenNAS | 52 | Not recorded | 68fa6b491e209131cea2d4f2 |
| NASWOT | 36 | Not recorded | 68fa6b491e209131cea2d4f2 |
| synflow | 14 | Not recorded | 68fa6b491e209131cea2d4f2 |

### GenNAS

Retrieving Rate @ Top 10%: 64. Result ID: 698e78e6ffc3901de09ddff5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4f2.md>)

[Implementation](<https://github.com/leeyeehoo/GenNAS>)

Recorded evaluation configuration: {"number of samples":"500","variant":"search-N"}. This record does not assert independent reproduction.

### GenNAS

Retrieving Rate @ Top 10%: 54. Result ID: 698e78e6ffc3901de09ddff4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4f2.md>)

[Implementation](<https://github.com/leeyeehoo/GenNAS>)

Recorded evaluation configuration: {"number of samples":"500","variant":"combo"}. This record does not assert independent reproduction.

### GenNAS

Retrieving Rate @ Top 10%: 52. Result ID: 698e78e6ffc3901de09ddff3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4f2.md>)

[Implementation](<https://github.com/leeyeehoo/GenNAS>)

Recorded evaluation configuration: {"number of samples":"500","variant":"single"}. This record does not assert independent reproduction.

### NASWOT

Retrieving Rate @ Top 10%: 36. Result ID: 698e78e6ffc3901de09ddff1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4f2.md>)

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

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

Recorded evaluation configuration: {"number of samples":"500"}. This record does not assert independent reproduction.

### synflow

Retrieving Rate @ Top 10%: 14. Result ID: 698e78e6ffc3901de09ddff2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b491e209131cea2d4f2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22e24.md>)

Recorded evaluation configuration: {"number of samples":"500"}. This record does not assert independent reproduction.

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