# Machine Unlearning on CIFAR-10 Random Forget (10%) Source: [Machine Unlearning on CIFAR-10 Random Forget (10%)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:54.145Z Evaluation of Machine Unlearning effectiveness on the CIFAR-10 dataset, specifically utilizing a 10% random subset as the forget set. Metrics include Unlearn Accuracy, Retain Accuracy, Test Accuracy, FT AUC, and Average Gap. 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 | Machine Unlearning | | Dataset (including any stated split) | CIFAR-10 Random Forget (10%) | | Metric | Unlearn Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Unlearn Accuracy](): Higher is better; unit: PERCENT. - [Retain Accuracy](): Higher is better; unit: PERCENT. - [Test Accuracy](): Higher is better; unit: PERCENT. - [FT AUC](): Higher is better; unit: PERCENT. - [Average Gap](): Lower is better; unit: SCALAR. ## Recorded results | Method | Unlearn Accuracy | Result date | Report paper | | --- | --- | --- | --- | | RL | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | BS | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | SalUn | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | BS | 99.14 | Not recorded | 6937ad096cfd488761a4e7b7 | | GA | 98.94 | Not recorded | 6937ad096cfd488761a4e7b7 | | SalUn | 96.25 | Not recorded | 6937ad096cfd488761a4e7b7 | | RL | 95.54 | Not recorded | 6937ad096cfd488761a4e7b7 | | AMUN | 95.45 | Not recorded | 6937ad096cfd488761a4e7b7 | | FT | 95.16 | Not recorded | 6937ad096cfd488761a4e7b7 | | Amun+SalUn | 95.02 | Not recorded | 6937ad096cfd488761a4e7b7 | | Retrain | 94.49 | Not recorded | 6937ad096cfd488761a4e7b7 | | Retrain | 94.49 | Not recorded | 6937ad096cfd488761a4e7b7 | | l1-Sparse | 94.29 | Not recorded | 6937ad096cfd488761a4e7b7 | | AMUN | 94.28 | Not recorded | 6937ad096cfd488761a4e7b7 | | AMUN+SalUn | 94.19 | Not recorded | 6937ad096cfd488761a4e7b7 | | GA | 4.77 | Not recorded | 6937ad096cfd488761a4e7b7 | ### RL Unlearn Accuracy: 100. Result ID: 69997f115698665ec4eeedf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### BS Unlearn Accuracy: 100. Result ID: 69997f115698665ec4eeedf4. [Reporting paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### SalUn Unlearn Accuracy: 100. Result ID: 69997f115698665ec4eeedf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### BS Unlearn Accuracy: 99.14. Result ID: 69997f115698665ec4eeede3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### GA Unlearn Accuracy: 98.94. Result ID: 69997f115698665ec4eeede2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### SalUn Unlearn Accuracy: 96.25. Result ID: 69997f115698665ec4eeede5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### RL Unlearn Accuracy: 95.54. Result ID: 69997f115698665ec4eeede1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### AMUN Unlearn Accuracy: 95.45. Result ID: 69997f115698665ec4eeede6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### FT Unlearn Accuracy: 95.16. Result ID: 69997f115698665ec4eeede0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### Amun+SalUn Unlearn Accuracy: 95.02. Result ID: 69997f115698665ec4eeede7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### Retrain Unlearn Accuracy: 94.49. Result ID: 69997f115698665ec4eeeddf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### Retrain Unlearn Accuracy: 94.49. Result ID: 69997f115698665ec4eeedf1. [Reporting paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### l1-Sparse Unlearn Accuracy: 94.29. Result ID: 69997f115698665ec4eeede4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### AMUN Unlearn Accuracy: 94.28. Result ID: 69997f115698665ec4eeedf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### AMUN+SalUn Unlearn Accuracy: 94.19. Result ID: 69997f115698665ec4eeedf7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### GA Unlearn Accuracy: 4.77. Result ID: 69997f115698665ec4eeedf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.