# One-run DP privacy auditing on CIFAR10 (test) Source: [One-run DP privacy auditing on CIFAR10 (test)]() Collection index: [llms.txt]() Data updated: 2026-05-27T10:21:11.993Z Evaluation of one-run Differential Privacy auditing performance metrics (Mean, Std, Median) on the test set of the CIFAR-10 dataset. 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 | One-run DP privacy auditing | | Dataset (including any stated split) | CIFAR10 (test) | | Metric | Mean Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Mean Score](): Higher is better; unit: PERCENT. - [Std Dev](): Lower is better; unit: SCALAR. - [Median Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean Score | Result date | Report paper | | --- | --- | --- | --- | | IBIS no reg. | 99 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS no reg. | 90 | Not recorded | 6a167ad8dbd7150506f802ec | | Boglioni et al. | 74 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS reg. | 60 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS no reg. | 41 | Not recorded | 6a167ad8dbd7150506f802ec | | Boglioni et al. | 41 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS reg. | 40 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS reg. | 38 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS reg. | 36 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS reg. | 32 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS no reg. | 28 | Not recorded | 6a167ad8dbd7150506f802ec | | Random + Flip | 28 | Not recorded | 6a167ad8dbd7150506f802ec | | Random + Flip | 27 | Not recorded | 6a167ad8dbd7150506f802ec | | Boglioni et al. | 26 | Not recorded | 6a167ad8dbd7150506f802ec | | Boglioni et al. | 24 | Not recorded | 6a167ad8dbd7150506f802ec | | Random | 22 | Not recorded | 6a167ad8dbd7150506f802ec | | Random + Flip | 20 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS reg. | 19 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS no reg. | 18 | Not recorded | 6a167ad8dbd7150506f802ec | | Random + Flip | 18 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS reg. | 18 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS reg. | 14 | Not recorded | 6a167ad8dbd7150506f802ec | | Random | 12 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS no reg. | 12 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS no reg. | 11 | Not recorded | 6a167ad8dbd7150506f802ec | | Random | 8 | Not recorded | 6a167ad8dbd7150506f802ec | | Random | 3 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS no reg. | 0 | Not recorded | 6a167ad8dbd7150506f802ec | ### IBIS no reg. Mean Score: 99. Result ID: 6a16c4aafbc373592c108701. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"10","Crafting architecture":"WRN16-4"}. This record does not assert independent reproduction. ### IBIS no reg. Mean Score: 90. Result ID: 6a16c4aafbc373592c1086fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"10","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### Boglioni et al. Mean Score: 74. Result ID: 6a16c4aafbc373592c1086fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"10","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS reg. Mean Score: 60. Result ID: 6a16c4aafbc373592c1086fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"10","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS no reg. Mean Score: 41. Result ID: 6a16c4aafbc373592c108703. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"4","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### Boglioni et al. Mean Score: 41. Result ID: 6a16c4aafbc373592c108705. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"4","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS reg. Mean Score: 40. Result ID: 6a16c4aafbc373592c108704. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"4","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS reg. Mean Score: 38. Result ID: 6a16c4aafbc373592c108702. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"10","Crafting architecture":"WRN16-4"}. This record does not assert independent reproduction. ### IBIS reg. Mean Score: 36. Result ID: 6a16c4aafbc373592c10870b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"2","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS reg. Mean Score: 32. Result ID: 6a16c4aafbc373592c108709. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"4","Crafting architecture":"WRN16-4"}. This record does not assert independent reproduction. ### IBIS no reg. Mean Score: 28. Result ID: 6a16c4aafbc373592c108708. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"4","Crafting architecture":"WRN16-4"}. This record does not assert independent reproduction. ### Random + Flip Mean Score: 28. Result ID: 6a16c4aafbc373592c10870e. [Reporting paper]() Recorded evaluation configuration: {"Theoretical epsilon":"2","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### Random + Flip Mean Score: 27. Result ID: 6a16c4aafbc373592c108707. [Reporting paper]() Recorded evaluation configuration: {"Theoretical epsilon":"4","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### Boglioni et al. Mean Score: 26. Result ID: 6a16c4aafbc373592c10870c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"2","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### Boglioni et al. Mean Score: 24. Result ID: 6a16c4aafbc373592c108713. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"1","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### Random Mean Score: 22. Result ID: 6a16c4aafbc373592c108706. [Reporting paper]() Recorded evaluation configuration: {"Theoretical epsilon":"4","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### Random + Flip Mean Score: 20. Result ID: 6a16c4aafbc373592c108700. [Reporting paper]() Recorded evaluation configuration: {"Theoretical epsilon":"10","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS reg. Mean Score: 19. Result ID: 6a16c4aafbc373592c108712. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"1","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS no reg. Mean Score: 18. Result ID: 6a16c4aafbc373592c10870f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"2","Crafting architecture":"WRN16-4"}. This record does not assert independent reproduction. ### Random + Flip Mean Score: 18. Result ID: 6a16c4aafbc373592c108715. [Reporting paper]() Recorded evaluation configuration: {"Theoretical epsilon":"1","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS reg. Mean Score: 18. Result ID: 6a16c4aafbc373592c108717. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"1","Crafting architecture":"WRN16-4"}. This record does not assert independent reproduction. ### IBIS reg. Mean Score: 14. Result ID: 6a16c4aafbc373592c108710. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"2","Crafting architecture":"WRN16-4"}. This record does not assert independent reproduction. ### Random Mean Score: 12. Result ID: 6a16c4aafbc373592c1086ff. [Reporting paper]() Recorded evaluation configuration: {"Theoretical epsilon":"10","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS no reg. Mean Score: 12. Result ID: 6a16c4aafbc373592c10870a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"2","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS no reg. Mean Score: 11. Result ID: 6a16c4aafbc373592c108711. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"1","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### Random Mean Score: 8. Result ID: 6a16c4aafbc373592c108714. [Reporting paper]() Recorded evaluation configuration: {"Theoretical epsilon":"1","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### Random Mean Score: 3. Result ID: 6a16c4aafbc373592c10870d. [Reporting paper]() Recorded evaluation configuration: {"Theoretical epsilon":"2","Crafting architecture":"ResNet9"}. This record does not assert independent reproduction. ### IBIS no reg. Mean Score: 0. Result ID: 6a16c4aafbc373592c108716. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Theoretical epsilon":"1","Crafting architecture":"WRN16-4"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.