# Machine Unlearning on CIFAR-10 Random Forget 50% (train) Source: [Machine Unlearning on CIFAR-10 Random Forget 50% (train)]() Collection index: [llms.txt]() Data updated: 2026-04-13T09:47:27.347Z Evaluation of Machine Unlearning effectiveness on the CIFAR-10 dataset, specifically utilizing a 50% random subset as the forget set. Metrics include Unlearn Accuracy, Retain Accuracy, Test Accuracy, Membership Inference Attack (MIA), 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 50% (train) | | Metric | Unlearn Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 Acc](): Higher is better; unit: PERCENT. - [Retain Acc](): Higher is better; unit: PERCENT. - [Test Acc](): Higher is better; unit: PERCENT. - [MIA](): Lower is better; unit: PERCENT. - [Avg. Gap](): Lower is better; unit: SCALAR. ## Recorded results | Method | Unlearn Acc | Result date | Report paper | | --- | --- | --- | --- | | RL | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | GA | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | BS | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | SalUn | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | FT | 98.2 | Not recorded | 69dc789f7d0172140ec78bd0 | | SCRUB | 97.4 | Not recorded | 69dc789f7d0172140ec78bd0 | | SALUN | 95.2 | Not recorded | 69dc789f7d0172140ec78bd0 | | IEU w/GA | 95.2 | Not recorded | 69dc789f7d0172140ec78bd0 | | Amun | 92.77 | Not recorded | 6937ad096cfd488761a4e7b7 | | Retrain | 92.09 | Not recorded | 6937ad096cfd488761a4e7b7 | | Amun+Salun | 91.9 | Not recorded | 6937ad096cfd488761a4e7b7 | | IEU w/GA+Noisy | 91.5 | Not recorded | 69dc789f7d0172140ec78bd0 | | RL | 90.7 | Not recorded | 69dc789f7d0172140ec78bd0 | | IEU w/Noisy | 90.4 | Not recorded | 69dc789f7d0172140ec78bd0 | | Retraining | 90.2 | Not recorded | 69dc789f7d0172140ec78bd0 | ### RL Unlearn Acc: 100. Result ID: 69997f115698665ec4eeed8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Only DF"}. This record does not assert independent reproduction. ### GA Unlearn Acc: 100. Result ID: 69997f115698665ec4eeed8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Only DF"}. This record does not assert independent reproduction. ### BS Unlearn Acc: 100. Result ID: 69997f115698665ec4eeed90. [Reporting paper]() Recorded evaluation configuration: {"Access":"Only DF"}. This record does not assert independent reproduction. ### SalUn Unlearn Acc: 100. Result ID: 69997f115698665ec4eeed91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Only DF"}. This record does not assert independent reproduction. ### FT Unlearn Acc: 98.2. Result ID: 69dcbb9847f34ce924c41197. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### SCRUB Unlearn Acc: 97.4. Result ID: 69dcbb9847f34ce924c41199. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### SALUN Unlearn Acc: 95.2. Result ID: 69dcbb9847f34ce924c4119a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### IEU w/GA Unlearn Acc: 95.2. Result ID: 69dcbb9847f34ce924c4119b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Amun Unlearn Acc: 92.77. Result ID: 69997f115698665ec4eeed92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Only DF"}. This record does not assert independent reproduction. ### Retrain Unlearn Acc: 92.09. Result ID: 69997f115698665ec4eeed8d. [Reporting paper]() Recorded evaluation configuration: {"Access":"Only DF"}. This record does not assert independent reproduction. ### Amun+Salun Unlearn Acc: 91.9. Result ID: 69997f115698665ec4eeed93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access":"Only DF"}. This record does not assert independent reproduction. ### IEU w/GA+Noisy Unlearn Acc: 91.5. Result ID: 69dcbb9847f34ce924c4119d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### RL Unlearn Acc: 90.7. Result ID: 69dcbb9847f34ce924c41198. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### IEU w/Noisy Unlearn Acc: 90.4. Result ID: 69dcbb9847f34ce924c4119c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Retraining Unlearn Acc: 90.2. Result ID: 69dcbb9847f34ce924c41196. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.