# Adversarial Attack Detection on CIFAR10 l2, epsilon=0.5 (test)

Source: [Adversarial Attack Detection on CIFAR10 l2, epsilon=0.5 (test)](<https://www.sota2.com/research/sota/adversarial-attack-detection-on-cifar10-l2-epsilon-0-5-test>)

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

Data updated: 2026-02-26T05:47:49.954Z

Evaluation of model robustness and detection capabilities against adversarial examples generated on CIFAR-10 using L2 perturbations constrained by epsilon=0.5, measured on the test set.

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 | Adversarial Attack Detection |
| Dataset (including any stated split) | CIFAR10 l2, epsilon=0.5 (test) |
| Metric | Kendall Tau Correlation |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Kendall Tau Correlation](<https://www.sota2.com/research/sota/adversarial-attack-detection-on-cifar10-l2-epsilon-0-5-test.md?metric=Kendall%20Tau%20Correlation>): Higher is better; unit: SCALAR.

- [AUROC](<https://www.sota2.com/research/sota/adversarial-attack-detection-on-cifar10-l2-epsilon-0-5-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

- [AUPR](<https://www.sota2.com/research/sota/adversarial-attack-detection-on-cifar10-l2-epsilon-0-5-test.md?metric=AUPR>): Higher is better; unit: PERCENT.

- [FPR@95](<https://www.sota2.com/research/sota/adversarial-attack-detection-on-cifar10-l2-epsilon-0-5-test.md?metric=FPR%4095>): Lower is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/adversarial-attack-detection-on-cifar10-l2-epsilon-0-5-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Robust Accuracy](<https://www.sota2.com/research/sota/adversarial-attack-detection-on-cifar10-l2-epsilon-0-5-test.md?metric=Robust%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Kendall Tau Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| RA102 | 0.8 | Not recorded | 68fa75751e209131cea680ff |
| RE102 | 0.79 | Not recorded | 68fa75751e209131cea680ff |
| RE802 | 0.77 | Not recorded | 68fa75751e209131cea680ff |
| RO02 | 0.76 | Not recorded | 68fa75751e209131cea680ff |
| EN02 | 0.75 | Not recorded | 68fa75751e209131cea680ff |
| WA802 | 0.74 | Not recorded | 68fa75751e209131cea680ff |
| RI02 | 0.74 | Not recorded | 68fa75751e209131cea680ff |
| SE102 | 0.72 | Not recorded | 68fa75751e209131cea680ff |
| AU02 | 0.69 | Not recorded | 68fa75751e209131cea680ff |
| DI02 | 0.66 | Not recorded | 68fa75751e209131cea680ff |

### RA102

Kendall Tau Correlation: 0.8. Result ID: 6993aeb93a6c31484917cbeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

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

### RE102

Kendall Tau Correlation: 0.79. Result ID: 6993aeb93a6c31484917cbea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf2a.md>)

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

### RE802

Kendall Tau Correlation: 0.77. Result ID: 6993aeb93a6c31484917cbe9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf2a.md>)

Recorded evaluation configuration: {"Architecture":"WideResNet-28-10"}. This record does not assert independent reproduction.

### RO02

Kendall Tau Correlation: 0.76. Result ID: 6993aeb93a6c31484917cbe8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

Recorded evaluation configuration: {"Architecture":"WideResNet-28-10"}. This record does not assert independent reproduction.

### EN02

Kendall Tau Correlation: 0.75. Result ID: 6993aeb93a6c31484917cbe7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-50"}. This record does not assert independent reproduction.

### WA802

Kendall Tau Correlation: 0.74. Result ID: 6993aeb93a6c31484917cbe5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f8b1e209131cea4620c.md>)

Recorded evaluation configuration: {"Architecture":"WideResNet-28-10"}. This record does not assert independent reproduction.

### RI02

Kendall Tau Correlation: 0.74. Result ID: 6993aeb93a6c31484917cbe6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67251e209131cea14aa2.md>)

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

### SE102

Kendall Tau Correlation: 0.72. Result ID: 6993aeb93a6c31484917cbe4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bf51e209131cea31363.md>)

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

### AU02

Kendall Tau Correlation: 0.69. Result ID: 6993aeb93a6c31484917cbe3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

Recorded evaluation configuration: {"Architecture":"ResNet-50"}. This record does not assert independent reproduction.

### DI02

Kendall Tau Correlation: 0.66. Result ID: 6993aeb93a6c31484917cbe2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75751e209131cea680ff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa671f1e209131cea14676.md>)

Recorded evaluation configuration: {"Architecture":"WideResNet-28-4"}. This record does not assert independent reproduction.

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