# Certified Robust Classification on CIFAR-10 official (test) Source: [Certified Robust Classification on CIFAR-10 official (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T07:00:17.315Z Evaluation of Certified Robust Classification performance on the official test set of CIFAR-10, reporting certified accuracy across various perturbation radii (r=0.00 to r=1.75) and the overall ACR score. 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 Robust Classification | | Dataset (including any stated split) | CIFAR-10 official (test) | | Metric | ACR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [ACR](): Higher is better; unit: SCALAR. - [Certified Accuracy (r=0.00)](): Higher is better; unit: PERCENT. - [Certified Accuracy (r=0.25)](): Higher is better; unit: PERCENT. - [Certified Accuracy (r=0.50)](): Higher is better; unit: PERCENT. - [Certified Accuracy (r=0.75)](): Higher is better; unit: PERCENT. - [Certified Accuracy (r=1.00)](): Higher is better; unit: PERCENT. - [Certified Accuracy (r=1.25)](): Higher is better; unit: PERCENT. - [Certified Accuracy (r=1.50)](): Higher is better; unit: PERCENT. - [Certified Accuracy (r=1.75)](): Higher is better; unit: PERCENT. ## Recorded results | Method | ACR | Result date | Report paper | | --- | --- | --- | --- | | SmoothMix + One-step adversary | 0.737 | Not recorded | 68fa6b4a1e209131cea2d586 | | Consistency | 0.72 | Not recorded | 68fa6b4a1e209131cea2d586 | | SmoothMix | 0.715 | Not recorded | 68fa6b4a1e209131cea2d586 | | MACER | 0.691 | Not recorded | 68fa6b4a1e209131cea2d586 | | SmoothAdv | 0.684 | Not recorded | 68fa6b4a1e209131cea2d586 | | SmoothMix | 0.553 | Not recorded | 68fa6b4a1e209131cea2d586 | | Consistency | 0.552 | Not recorded | 68fa6b4a1e209131cea2d586 | | SmoothMix + One-step adversary | 0.548 | Not recorded | 68fa6b4a1e209131cea2d586 | | SmoothAdv | 0.544 | Not recorded | 68fa6b4a1e209131cea2d586 | | MACER | 0.531 | Not recorded | 68fa6b4a1e209131cea2d586 | | Gaussian | 0.525 | Not recorded | 68fa6b4a1e209131cea2d586 | | Stability training | 0.521 | Not recorded | 68fa6b4a1e209131cea2d586 | | Gaussian | 0.424 | Not recorded | 68fa6b4a1e209131cea2d586 | | Stability training | 0.421 | Not recorded | 68fa6b4a1e209131cea2d586 | ### SmoothMix + One-step adversary ACR: 0.737. Result ID: 69a140e335dfcabb00e5ce81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sigma":"0.50","Backbone":"ResNet-110","One-step adversary":"true"}. This record does not assert independent reproduction. ### Consistency ACR: 0.72. Result ID: 69a140e335dfcabb00e5ce7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.50","Backbone":"ResNet-110"}. This record does not assert independent reproduction. ### SmoothMix ACR: 0.715. Result ID: 69a140e335dfcabb00e5ce80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sigma":"0.50","Backbone":"ResNet-110","One-step adversary":"false"}. This record does not assert independent reproduction. ### MACER ACR: 0.691. Result ID: 69a140e335dfcabb00e5ce7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.50","Backbone":"ResNet-110","Evaluated from official pre-trained models":"true"}. This record does not assert independent reproduction. ### SmoothAdv ACR: 0.684. Result ID: 69a140e335dfcabb00e5ce7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.50","Backbone":"ResNet-110","Evaluated from official pre-trained models":"true"}. This record does not assert independent reproduction. ### SmoothMix ACR: 0.553. Result ID: 69a140e335dfcabb00e5ce79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sigma":"0.25","Backbone":"ResNet-110","One-step adversary":"false"}. This record does not assert independent reproduction. ### Consistency ACR: 0.552. Result ID: 69a140e335dfcabb00e5ce78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.25","Backbone":"ResNet-110"}. This record does not assert independent reproduction. ### SmoothMix + One-step adversary ACR: 0.548. Result ID: 69a140e335dfcabb00e5ce7a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"sigma":"0.25","Backbone":"ResNet-110","One-step adversary":"true"}. This record does not assert independent reproduction. ### SmoothAdv ACR: 0.544. Result ID: 69a140e335dfcabb00e5ce76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.25","Backbone":"ResNet-110","Evaluated from official pre-trained models":"true"}. This record does not assert independent reproduction. ### MACER ACR: 0.531. Result ID: 69a140e335dfcabb00e5ce77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.25","Backbone":"ResNet-110","Evaluated from official pre-trained models":"true"}. This record does not assert independent reproduction. ### Gaussian ACR: 0.525. Result ID: 69a140e335dfcabb00e5ce7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.50","Backbone":"ResNet-110"}. This record does not assert independent reproduction. ### Stability training ACR: 0.521. Result ID: 69a140e335dfcabb00e5ce7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.50","Backbone":"ResNet-110"}. This record does not assert independent reproduction. ### Gaussian ACR: 0.424. Result ID: 69a140e335dfcabb00e5ce74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.25","Backbone":"ResNet-110"}. This record does not assert independent reproduction. ### Stability training ACR: 0.421. Result ID: 69a140e335dfcabb00e5ce75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.25","Backbone":"ResNet-110"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.