# Certified Robustness on CIFAR-10 Source: [Certified Robustness on CIFAR-10]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:59.528Z Evaluation of model certified robustness accuracy on the CIFAR-10 dataset, reporting certified accuracy across various perturbation radii (epsilons). 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 Acc (eps=0.0) | | 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 Acc (eps=0.0)](): Higher is better; unit: PERCENT. - [Certified Acc (eps=0.25)](): Higher is better; unit: PERCENT. - [Certified Acc (eps=0.5)](): Higher is better; unit: PERCENT. - [Certified Acc (eps=0.75)](): Higher is better; unit: PERCENT. - [Certified Acc (eps=1.0)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Certified Acc (eps=0.0) | Result date | Report paper | | --- | --- | --- | --- | | Consistency Purification | 90.4 | Not recorded | 68fa73ee1e209131cea5eed5 | | Diffusion Calibration | 90.2 | Not recorded | 68fa73ee1e209131cea5eed5 | | Consistency Purification + Consistency Fine-tuning | 90.2 | Not recorded | 68fa73ee1e209131cea5eed5 | | PF-ODE EDM | 89.6 | Not recorded | 68fa73ee1e209131cea5eed5 | | onestep-DDPM | 87.6 | Not recorded | 68fa73ee1e209131cea5eed5 | | onestep-EDM | 87.4 | Not recorded | 68fa73ee1e209131cea5eed5 | ### Consistency Purification Certified Acc (eps=0.0): 90.4. Result ID: 6993275f3a6c31484914180d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Purification Steps":"One Step"}. This record does not assert independent reproduction. ### Diffusion Calibration Certified Acc (eps=0.0): 90.2. Result ID: 6993275f3a6c31484914180c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Purification Steps":"One Step"}. This record does not assert independent reproduction. ### Consistency Purification + Consistency Fine-tuning Certified Acc (eps=0.0): 90.2. Result ID: 6993275f3a6c31484914180e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Purification Steps":"One Step"}. This record does not assert independent reproduction. ### PF-ODE EDM Certified Acc (eps=0.0): 89.6. Result ID: 6993275f3a6c31484914180b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Purification Steps":"Multi Steps"}. This record does not assert independent reproduction. ### onestep-DDPM Certified Acc (eps=0.0): 87.6. Result ID: 6993275f3a6c314849141809. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Purification Steps":"One Step"}. This record does not assert independent reproduction. ### onestep-EDM Certified Acc (eps=0.0): 87.4. Result ID: 6993275f3a6c31484914180a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Purification Steps":"One Step"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.