# Random Forgetting Unlearning on CIFAR-100 Source: [Random Forgetting Unlearning on CIFAR-100]() Collection index: [llms.txt]() Data updated: 2026-05-08T09:17:39.756Z Evaluation of Machine Unlearning effectiveness on the CIFAR-100 dataset using a Random Forgetting methodology. Key metrics include Retention Accuracy (RA), Forgetting Accuracy (FA), Test Accuracy (TA), Accuracy Delta, and MIA Effectiveness (MIA-Eff.). 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 | Random Forgetting Unlearning | | Dataset (including any stated split) | CIFAR-100 | | Metric | Retention Accuracy | | 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 - [Retention Accuracy](): Higher is better; unit: PERCENT. - [Forgetting Accuracy](): Higher is better; unit: PERCENT. - [Test Accuracy](): Higher is better; unit: PERCENT. - [Accuracy Delta](): Higher is better; unit: SCALAR. - [MIA Effectiveness](): Higher is better; unit: PERCENT. ## Recorded results | Method | Retention Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Retrain | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | FT | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | l1-sparse | 99.93 | Not recorded | 69fd6e435497b3b670c895f9 | | UAM | 99.86 | Not recorded | 69fd6e435497b3b670c895f9 | | ROSU | 99.78 | Not recorded | 69fd6e435497b3b670c895f9 | | OrthoGrad | 99.64 | Not recorded | 69fd6e435497b3b670c895f9 | | IU | 97.51 | Not recorded | 69fd6e435497b3b670c895f9 | | GU | 96.48 | Not recorded | 69fd6e435497b3b670c895f9 | | PCGrad | 95.88 | Not recorded | 69fd6e435497b3b670c895f9 | | NG | 32.71 | Not recorded | 69fd6e435497b3b670c895f9 | | FF | 1.08 | Not recorded | 69fd6e435497b3b670c895f9 | ### Retrain Retention Accuracy: 99.98. Result ID: 69fda93147f34ce924e0e119. [Reporting paper]() Recorded evaluation configuration: {"Time (min)":"33.9"}. This record does not assert independent reproduction. ### FT Retention Accuracy: 99.98. Result ID: 69fda93147f34ce924e0e11a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"1.65"}. This record does not assert independent reproduction. ### l1-sparse Retention Accuracy: 99.93. Result ID: 69fda93147f34ce924e0e11e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"1.79"}. This record does not assert independent reproduction. ### UAM Retention Accuracy: 99.86. Result ID: 69fda93147f34ce924e0e122. [Reporting paper]() Recorded evaluation configuration: {"Time (min)":"2.41"}. This record does not assert independent reproduction. ### ROSU Retention Accuracy: 99.78. Result ID: 69fda93147f34ce924e0e123. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"2.98"}. This record does not assert independent reproduction. ### OrthoGrad Retention Accuracy: 99.64. Result ID: 69fda93147f34ce924e0e120. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"7.51"}. This record does not assert independent reproduction. ### IU Retention Accuracy: 97.51. Result ID: 69fda93147f34ce924e0e11d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"0.59"}. This record does not assert independent reproduction. ### GU Retention Accuracy: 96.48. Result ID: 69fda93147f34ce924e0e11f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"7.46"}. This record does not assert independent reproduction. ### PCGrad Retention Accuracy: 95.88. Result ID: 69fda93147f34ce924e0e121. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"2.09"}. This record does not assert independent reproduction. ### NG Retention Accuracy: 32.71. Result ID: 69fda93147f34ce924e0e11b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"1.67"}. This record does not assert independent reproduction. ### FF Retention Accuracy: 1.08. Result ID: 69fda93147f34ce924e0e11c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"11.17"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.