# Latent Class Attack on CIFAR-10 (test)

Source: [Latent Class Attack on CIFAR-10 (test)](<https://www.sota2.com/research/sota/latent-class-attack-on-cifar-10-test>)

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

Data updated: 2026-06-30T08:19:30.717Z

Evaluation of a model's susceptibility to Latent Class Attacks on the CIFAR-10 test set, reporting Attack Success Rate (ASR) and Accuracy (ACC).

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 | Latent Class Attack |
| Dataset (including any stated split) | CIFAR-10 (test) |
| Metric | ROC AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [ROC AUC](<https://www.sota2.com/research/sota/latent-class-attack-on-cifar-10-test.md?metric=ROC%20AUC>): Higher is better; unit: PERCENT.

- [Attack Success Rate (ASR)](<https://www.sota2.com/research/sota/latent-class-attack-on-cifar-10-test.md?metric=Attack%20Success%20Rate%20(ASR)>): Lower is better; unit: PERCENT.

- [Accuracy (ACC)](<https://www.sota2.com/research/sota/latent-class-attack-on-cifar-10-test.md?metric=Accuracy%20(ACC)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROC AUC | Result date | Report paper |
| --- | --- | --- | --- |
| LC-CSO | 89 | Not recorded | 6a434d8eba73165dbb743ad4 |
| NC | 60 | Not recorded | 6a434d8eba73165dbb743ad4 |
| MMBD | 58 | Not recorded | 6a434d8eba73165dbb743ad4 |

### LC-CSO

ROC AUC: 89. Result ID: 6a437bf8fbc373592c946ac7.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d8eba73165dbb743ad4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d8eba73165dbb743ad4.md>)

Recorded evaluation configuration: {"backbone":"ResNet-18"}. This record does not assert independent reproduction.

### NC

ROC AUC: 60. Result ID: 6a437bf8fbc373592c946ac5.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d8eba73165dbb743ad4.md>)

Recorded evaluation configuration: {"backbone":"ResNet-18"}. This record does not assert independent reproduction.

### MMBD

ROC AUC: 58. Result ID: 6a437bf8fbc373592c946ac6.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d8eba73165dbb743ad4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70381e209131cea49a5e.md>)

Recorded evaluation configuration: {"backbone":"ResNet-18"}. This record does not assert independent reproduction.

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