# Image Classification on NATS-Bench CIFAR-100 1.0 (val)

Source: [Image Classification on NATS-Bench CIFAR-100 1.0 (val)](<https://www.sota2.com/research/sota/image-classification-on-nats-bench-cifar-100-1-0-val>)

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

Data updated: 2026-02-26T05:29:12.748Z

Evaluation of Image Classification performance on the validation split of the NATS-Bench CIFAR-100 1.0 dataset.

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) | NATS-Bench CIFAR-100 1.0 (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-nats-bench-cifar-100-1-0-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GDAS + ReinMax | 69.29 | Not recorded | 68fa70ee1e209131cea4e21c |
| GDAS + STGS | 68.35 | Not recorded | 68fa70ee1e209131cea4e21c |

### GDAS + ReinMax

Accuracy: 69.29. Result ID: 69917fa73a6c314849088e92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ee1e209131cea4e21c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70ee1e209131cea4e21c.md>)

[Implementation](<https://github.com/microsoft/ReinMax>)

Recorded evaluation configuration: {"search\_method":"GDAS","gradient\_estimator":"ReinMax"}. This record does not assert independent reproduction.

### GDAS + STGS

Accuracy: 68.35. Result ID: 69917fa73a6c314849088e91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70ee1e209131cea4e21c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69301e209131cea20af4.md>)

Recorded evaluation configuration: {"search\_method":"GDAS","gradient\_estimator":"STGS"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.