# Machine Unlearning on CIFAR-10 10% random data forgetting Source: [Machine Unlearning on CIFAR-10 10% random data forgetting]() Collection index: [llms.txt]() Data updated: 2026-06-02T08:06:58.719Z Evaluation of Machine Unlearning effectiveness on CIFAR-10, specifically focusing on the scenario where 10% of the training data was randomly selected for forgetting. Key metrics include utility retention (UA, RA, TA) and privacy leakage (MIA, Avg. 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 10% random data forgetting | | Metric | Utility Accuracy (UA) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Utility Accuracy (UA)](): Higher is better; unit: PERCENT. - [Retention Accuracy (RA)](): Higher is better; unit: PERCENT. - [Training Accuracy (TA)](): Higher is better; unit: PERCENT. - [Membership Inference Attack Success Rate (MIA)](): Lower is better; unit: PERCENT. - [Average Gap (Privacy Leakage)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Utility Accuracy (UA) | Result date | Report paper | | --- | --- | --- | --- | | l1-sparse | 56.12 | Not recorded | 6a1e63b8dbd7150506f852d9 | | RL | 18.75 | Not recorded | 6a1e63b8dbd7150506f852d9 | | GA | 11.29 | Not recorded | 6a1e63b8dbd7150506f852d9 | | SalUn | 7.68 | Not recorded | 6a1e63b8dbd7150506f852d9 | | HeldDist-RAUL-LS | 7.3 | Not recorded | 6a1e63b8dbd7150506f852d9 | | HeldDist-RAUL-UPGrad | 6.47 | Not recorded | 6a1e63b8dbd7150506f852d9 | | Retrain | 5.68 | Not recorded | 6a1e63b8dbd7150506f852d9 | | FT | 3.93 | Not recorded | 6a1e63b8dbd7150506f852d9 | | UniDist-RAUL-UPGrad | 1.43 | Not recorded | 6a1e63b8dbd7150506f852d9 | | UniDist-RAUL-LS | 0.97 | Not recorded | 6a1e63b8dbd7150506f852d9 | | IU | 0.74 | Not recorded | 6a1e63b8dbd7150506f852d9 | ### l1-sparse Utility Accuracy (UA): 56.12. Result ID: 6a1e8f17fbc373592c188f5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### RL Utility Accuracy (UA): 18.75. Result ID: 6a1e8f17fbc373592c188f5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GA Utility Accuracy (UA): 11.29. Result ID: 6a1e8f17fbc373592c188f58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SalUn Utility Accuracy (UA): 7.68. Result ID: 6a1e8f17fbc373592c188f5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### HeldDist-RAUL-LS Utility Accuracy (UA): 7.3. Result ID: 6a1e8f17fbc373592c188f5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Gradient Aggregator":"LS"}. This record does not assert independent reproduction. ### HeldDist-RAUL-UPGrad Utility Accuracy (UA): 6.47. Result ID: 6a1e8f17fbc373592c188f60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Gradient Aggregator":"UPGrad"}. This record does not assert independent reproduction. ### Retrain Utility Accuracy (UA): 5.68. Result ID: 6a1e8f17fbc373592c188f56. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FT Utility Accuracy (UA): 3.93. Result ID: 6a1e8f17fbc373592c188f57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### UniDist-RAUL-UPGrad Utility Accuracy (UA): 1.43. Result ID: 6a1e8f17fbc373592c188f5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Gradient Aggregator":"UPGrad"}. This record does not assert independent reproduction. ### UniDist-RAUL-LS Utility Accuracy (UA): 0.97. Result ID: 6a1e8f17fbc373592c188f5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18","Gradient Aggregator":"LS"}. This record does not assert independent reproduction. ### IU Utility Accuracy (UA): 0.74. Result ID: 6a1e8f17fbc373592c188f59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.