# Machine Unlearning on CIFAR-10 Random Forget (50%) Source: [Machine Unlearning on CIFAR-10 Random Forget (50%)]() Collection index: [llms.txt]() Data updated: 2026-06-02T08:06:59.148Z 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, 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 (50%) | | Metric | Unlearn Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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. - [FT AUC](): Higher is better; unit: PERCENT. - [Avg Gap](): Lower is better; unit: SCALAR. ## Recorded results | Method | Unlearn Acc | Result date | Report paper | | --- | --- | --- | --- | | GA | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | RL | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | GA | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | BS | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | SalUn | 100 | Not recorded | 6937ad096cfd488761a4e7b7 | | l1-Sparse | 98 | Not recorded | 6937ad096cfd488761a4e7b7 | | SalUn | 96.68 | Not recorded | 6937ad096cfd488761a4e7b7 | | RL | 94.83 | Not recorded | 6937ad096cfd488761a4e7b7 | | FT | 94.24 | Not recorded | 6937ad096cfd488761a4e7b7 | | Amun+SalUn | 93.56 | Not recorded | 6937ad096cfd488761a4e7b7 | | AMUN | 93.5 | Not recorded | 6937ad096cfd488761a4e7b7 | | AMUN | 92.77 | Not recorded | 6937ad096cfd488761a4e7b7 | | Retrain | 92.09 | Not recorded | 6937ad096cfd488761a4e7b7 | | Retrain | 92.09 | Not recorded | 6937ad096cfd488761a4e7b7 | | AMUN+SalUn | 91.9 | Not recorded | 6937ad096cfd488761a4e7b7 | | GA | 55.82 | Not recorded | 6a1e63b8dbd7150506f852d9 | | BS | 55.24 | Not recorded | 6937ad096cfd488761a4e7b7 | | l1-sparse | 45.12 | Not recorded | 6a1e63b8dbd7150506f852d9 | | RL | 28.29 | Not recorded | 6a1e63b8dbd7150506f852d9 | | IU | 20.49 | Not recorded | 6a1e63b8dbd7150506f852d9 | | Retrain | 19.54 | Not recorded | 6a1e63b8dbd7150506f852d9 | | UniDist-RAUL-UPGrad | 11.23 | Not recorded | 6a1e63b8dbd7150506f852d9 | | SalUn | 10.36 | Not recorded | 6a1e63b8dbd7150506f852d9 | | HeldDist-RAUL-LS | 3.92 | Not recorded | 6a1e63b8dbd7150506f852d9 | | FT | 3.89 | Not recorded | 6a1e63b8dbd7150506f852d9 | | HeldDist-RAUL-UPGrad | 1.97 | Not recorded | 6a1e63b8dbd7150506f852d9 | | UniDist-RAUL-LS | 1.59 | Not recorded | 6a1e63b8dbd7150506f852d9 | ### GA Unlearn Acc: 100. Result ID: 69997f115698665ec4eeedeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### RL Unlearn Acc: 100. Result ID: 69997f115698665ec4eeedf9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### GA Unlearn Acc: 100. Result ID: 69997f115698665ec4eeedfa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### BS Unlearn Acc: 100. Result ID: 69997f115698665ec4eeedfb. [Reporting paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### SalUn Unlearn Acc: 100. Result ID: 69997f115698665ec4eeedfc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### l1-Sparse Unlearn Acc: 98. Result ID: 69997f115698665ec4eeeded. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### SalUn Unlearn Acc: 96.68. Result ID: 69997f115698665ec4eeedee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### RL Unlearn Acc: 94.83. Result ID: 69997f115698665ec4eeedea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### FT Unlearn Acc: 94.24. Result ID: 69997f115698665ec4eeede9. [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 Acc: 93.56. Result ID: 69997f115698665ec4eeedf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### AMUN Unlearn Acc: 93.5. Result ID: 69997f115698665ec4eeedef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### AMUN Unlearn Acc: 92.77. Result ID: 69997f115698665ec4eeedfd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### Retrain Unlearn Acc: 92.09. Result ID: 69997f115698665ec4eeede8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### Retrain Unlearn Acc: 92.09. Result ID: 69997f115698665ec4eeedf8. [Reporting paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### AMUN+SalUn Unlearn Acc: 91.9. Result ID: 69997f115698665ec4eeedfe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Access to":"Only DF"}. This record does not assert independent reproduction. ### GA Unlearn Acc: 55.82. Result ID: 6a1e8f17fbc373592c188f63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### BS Unlearn Acc: 55.24. Result ID: 69997f115698665ec4eeedec. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Access to DR":true}. This record does not assert independent reproduction. ### l1-sparse Unlearn Acc: 45.12. Result ID: 6a1e8f17fbc373592c188f65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### RL Unlearn Acc: 28.29. Result ID: 6a1e8f17fbc373592c188f66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### IU Unlearn Acc: 20.49. Result ID: 6a1e8f17fbc373592c188f64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Retrain Unlearn Acc: 19.54. Result ID: 6a1e8f17fbc373592c188f61. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### UniDist-RAUL-UPGrad Unlearn Acc: 11.23. Result ID: 6a1e8f17fbc373592c188f69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Gradient Aggregator":"UPGrad"}. This record does not assert independent reproduction. ### SalUn Unlearn Acc: 10.36. Result ID: 6a1e8f17fbc373592c188f67. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### HeldDist-RAUL-LS Unlearn Acc: 3.92. Result ID: 6a1e8f17fbc373592c188f6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Gradient Aggregator":"LS"}. This record does not assert independent reproduction. ### FT Unlearn Acc: 3.89. Result ID: 6a1e8f17fbc373592c188f62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### HeldDist-RAUL-UPGrad Unlearn Acc: 1.97. Result ID: 6a1e8f17fbc373592c188f6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Gradient Aggregator":"UPGrad"}. This record does not assert independent reproduction. ### UniDist-RAUL-LS Unlearn Acc: 1.59. Result ID: 6a1e8f17fbc373592c188f68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Gradient Aggregator":"LS"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.