# Certified Robustness on CIFAR-10 (L2 Accuracy Profile) Source: [Certified Robustness on CIFAR-10 (L2 Accuracy Profile)]() Collection index: [llms.txt]() Data updated: 2026-04-29T07:21:44.055Z Evaluation of certified robustness accuracy on the CIFAR-10 dataset, specifically reporting certified accuracy achieved under L2 norm perturbations across radii ranging from 0.0 to 1.0. 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 (L2, r=0.0) | | Unit | PERCENT | | 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 - [Certified Accuracy (L2, r=0.0)](): Higher is better; unit: PERCENT. - [Certified Accuracy (L2, r=0.12)](): Higher is better; unit: PERCENT. - [Certified Accuracy (L2, r=0.25)](): Higher is better; unit: PERCENT. - [Certified Accuracy (L2, r=0.5)](): Higher is better; unit: PERCENT. - [Certified Accuracy (L2, r=1.0)](): Higher is better; unit: PERCENT. - [Time (s)](): Lower is better; unit: TIME. ## Recorded results | Method | Certified Accuracy (L2, r=0.0) | Result date | Report paper | | --- | --- | --- | --- | | LBS | 85.4 | Not recorded | 69f1907655a3c32af89fb9b2 | | UCAN | 83.3 | Not recorded | 69f1907655a3c32af89fb9b2 | | Ensemble | 68.8 | Not recorded | 69f1907655a3c32af89fb9b2 | | AS | 66.4 | Not recorded | 69f1907655a3c32af89fb9b2 | | ADRE | 65.2 | Not recorded | 69f1907655a3c32af89fb9b2 | | Betting CS | 63.6 | Not recorded | 69f1907655a3c32af89fb9b2 | | RS | 63.4 | Not recorded | 69f1907655a3c32af89fb9b2 | | ISS | 61.2 | Not recorded | 69f1907655a3c32af89fb9b2 | | AS | 13 | Not recorded | 69f1907655a3c32af89fb9b2 | | ADRE | 12.6 | Not recorded | 69f1907655a3c32af89fb9b2 | | UCAN | 10.8 | Not recorded | 69f1907655a3c32af89fb9b2 | | Betting CS | 9.1 | Not recorded | 69f1907655a3c32af89fb9b2 | | RS | 8.4 | Not recorded | 69f1907655a3c32af89fb9b2 | | ISS | 6.8 | Not recorded | 69f1907655a3c32af89fb9b2 | ### LBS Certified Accuracy (L2, r=0.0): 85.4. Result ID: 69f1b0d047f34ce924d7bfde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### UCAN Certified Accuracy (L2, r=0.0): 83.3. Result ID: 69f1b0d047f34ce924d7bfdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"noise-augmented (w/)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### Ensemble Certified Accuracy (L2, r=0.0): 68.8. Result ID: 69f1b0d047f34ce924d7bfdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"noise-augmented (w/)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### AS Certified Accuracy (L2, r=0.0): 66.4. Result ID: 69f1b0d047f34ce924d7bfdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"noise-augmented (w/)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### ADRE Certified Accuracy (L2, r=0.0): 65.2. Result ID: 69f1b0d047f34ce924d7bfd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"noise-augmented (w/)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### Betting CS Certified Accuracy (L2, r=0.0): 63.6. Result ID: 69f1b0d047f34ce924d7bfda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Augmentation":"noise-augmented (w/)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### RS Certified Accuracy (L2, r=0.0): 63.4. Result ID: 69f1b0d047f34ce924d7bfd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"noise-augmented (w/)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### ISS Certified Accuracy (L2, r=0.0): 61.2. Result ID: 69f1b0d047f34ce924d7bfd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"noise-augmented (w/)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### AS Certified Accuracy (L2, r=0.0): 13. Result ID: 69f1b0d047f34ce924d7bfd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"standard (w/o)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### ADRE Certified Accuracy (L2, r=0.0): 12.6. Result ID: 69f1b0d047f34ce924d7bfd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"standard (w/o)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### UCAN Certified Accuracy (L2, r=0.0): 10.8. Result ID: 69f1b0d047f34ce924d7bfd9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"standard (w/o)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### Betting CS Certified Accuracy (L2, r=0.0): 9.1. Result ID: 69f1b0d047f34ce924d7bfd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Augmentation":"standard (w/o)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### RS Certified Accuracy (L2, r=0.0): 8.4. Result ID: 69f1b0d047f34ce924d7bfd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"standard (w/o)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. ### ISS Certified Accuracy (L2, r=0.0): 6.8. Result ID: 69f1b0d047f34ce924d7bfd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"standard (w/o)","sigma":"0.5","N":"100,000"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.