# Certified Robustness on CIFAR-10 (Cert, δr, Exit Metrics)

Source: [Certified Robustness on CIFAR-10 (Cert, δr, Exit Metrics)](<https://www.sota2.com/research/sota/certified-robustness-on-cifar-10-cert-r-exit-metrics>)

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

Data updated: 2026-06-29T06:50:24.849Z

Evaluation of certified robustness on the CIFAR-10 dataset, reporting certified percentage (Cert), robustness margin (δr), and exit behavior metrics.

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 | Certified Robustness |
| Dataset (including any stated split) | CIFAR-10 |
| Metric | Certified Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Certified Accuracy](<https://www.sota2.com/research/sota/certified-robustness-on-cifar-10-cert-r-exit-metrics.md?metric=Certified%20Accuracy>): Higher is better; unit: PERCENT.

- [Robustness Margin (δr)](<https://www.sota2.com/research/sota/certified-robustness-on-cifar-10-cert-r-exit-metrics.md?metric=Robustness%20Margin%20(%CE%B4r)>): Higher is better; unit: PERCENT.

- [Exit Score](<https://www.sota2.com/research/sota/certified-robustness-on-cifar-10-cert-r-exit-metrics.md?metric=Exit%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Certified Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Meta-1-Dynamic-Margin | 78.8 | Not recorded | 6a41fc22206542251d7ccbdb |
| KT Prior | 78.8 | Not recorded | 6a41fc22206542251d7ccbdb |
| Meta-1-Dynamic-Margin | 62.6 | Not recorded | 6a41fc22206542251d7ccbdb |
| KT Prior | 62.6 | Not recorded | 6a41fc22206542251d7ccbdb |
| Meta-1-Dynamic-Margin | 44.4 | Not recorded | 6a41fc22206542251d7ccbdb |
| KT Prior | 44.4 | Not recorded | 6a41fc22206542251d7ccbdb |

### Meta-1-Dynamic-Margin

Certified Accuracy: 78.8. Result ID: 6a4215a9fbc373592c86b7bd.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

Recorded evaluation configuration: {"Sigma":"0.25","Sample Budget":"10,000"}. This record does not assert independent reproduction.

### KT Prior

Certified Accuracy: 78.8. Result ID: 6a4215a9fbc373592c86b7be.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

Recorded evaluation configuration: {"Sigma":"0.25","Sample Budget":"10,000"}. This record does not assert independent reproduction.

### Meta-1-Dynamic-Margin

Certified Accuracy: 62.6. Result ID: 6a4215a9fbc373592c86b7bf.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

Recorded evaluation configuration: {"Sigma":"0.50","Sample Budget":"10,000"}. This record does not assert independent reproduction.

### KT Prior

Certified Accuracy: 62.6. Result ID: 6a4215a9fbc373592c86b7c0.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

Recorded evaluation configuration: {"Sigma":"0.50","Sample Budget":"10,000"}. This record does not assert independent reproduction.

### Meta-1-Dynamic-Margin

Certified Accuracy: 44.4. Result ID: 6a4215a9fbc373592c86b7c1.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

Recorded evaluation configuration: {"Sigma":"1.00","Sample Budget":"10,000"}. This record does not assert independent reproduction.

### KT Prior

Certified Accuracy: 44.4. Result ID: 6a4215a9fbc373592c86b7c2.

[Reporting paper](<https://www.sota2.com/research/paper/6a41fc22206542251d7ccbdb.md>)

Recorded evaluation configuration: {"Sigma":"1.00","Sample Budget":"10,000"}. This record does not assert independent reproduction.

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