# Backdoor Detection on STL-10 Downstream from CIFAR-10 Pre-training

Source: [Backdoor Detection on STL-10 Downstream from CIFAR-10 Pre-training](<https://www.sota2.com/research/sota/backdoor-detection-on-stl-10-downstream-from-cifar-10-pre-training>)

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

Data updated: 2026-03-04T20:21:39.252Z

Evaluation of backdoor detection performance using models pre-trained on CIFAR-10, tested on the STL-10 dataset, utilizing metrics like Anomaly Index and PL1-Norm.

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 | Backdoor Detection |
| Dataset (including any stated split) | STL-10 Downstream from CIFAR-10 Pre-training |
| Metric | Anomaly Index |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Anomaly Index](<https://www.sota2.com/research/sota/backdoor-detection-on-stl-10-downstream-from-cifar-10-pre-training.md?metric=Anomaly%20Index>): Higher is better; unit: SCALAR.

- [PL1-Norm](<https://www.sota2.com/research/sota/backdoor-detection-on-stl-10-downstream-from-cifar-10-pre-training.md?metric=PL1-Norm>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Anomaly Index | Result date | Report paper |
| --- | --- | --- | --- |
| DSBA | 1.05 | Not recorded | 69a7bc7d2d603e6de3e3d462 |

### DSBA

Anomaly Index: 1.05. Result ID: 69a8944f6dbb7075b9514d5c.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc7d2d603e6de3e3d462.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a7bc7d2d603e6de3e3d462.md>)

Recorded evaluation configuration: {"Pre-training Dataset":"CIFAR-10","Downstream Dataset":"STL-10"}. This record does not assert independent reproduction.

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