# Inference on CIFAR-10

Source: [Inference on CIFAR-10](<https://www.sota2.com/research/sota/inference-on-cifar-10>)

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

Data updated: 2026-03-26T13:17:17.069Z

Evaluation results for a general inference task on the CIFAR-10 dataset, reporting Root Mean Square Error (RMSE) and Relative Accuracy (RelAcc).

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 | Inference |
| Dataset (including any stated split) | CIFAR-10 |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower 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

- [RMSE](<https://www.sota2.com/research/sota/inference-on-cifar-10.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [RelAcc](<https://www.sota2.com/research/sota/inference-on-cifar-10.md?metric=RelAcc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| LeTCC | 2.04 | Not recorded | 68fa5c881e209131ce9d1e44 |
| BACC | 2.44 | Not recorded | 68fa5c881e209131ce9d1e44 |

### LeTCC

RMSE: 2.04. Result ID: 69c530ee47f34ce924aeafac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c881e209131ce9d1e44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5c881e209131ce9d1e44.md>)

Recorded evaluation configuration: {"Backbone":"RepVGG","N":"60","K":"20","\|F\|":"20"}. This record does not assert independent reproduction.

### BACC

RMSE: 2.44. Result ID: 69c530ee47f34ce924aeafab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa5c881e209131ce9d1e44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58a01e209131ce9afbc9.md>)

Recorded evaluation configuration: {"Backbone":"RepVGG","N":"60","K":"20","\|F\|":"20"}. This record does not assert independent reproduction.

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