# Machine Unlearning on CIFAR-10 Random forgetting Source: [Machine Unlearning on CIFAR-10 Random forgetting]() Collection index: [llms.txt]() Data updated: 2026-05-08T09:17:39.675Z Evaluation of Machine Unlearning effectiveness on the CIFAR-10 dataset using a general random forgetting methodology. Key metrics include RA, FA, TA, Delta Acc., MIA-Eff., and Time. 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 forgetting | | Metric | RA | | 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 - [RA](): Higher is better; unit: PERCENT. - [FA](): Higher is better; unit: PERCENT. - [TA](): Higher is better; unit: PERCENT. - [Delta Accuracy](): Higher is better; unit: PERCENT. - [MIA Effectiveness](): Higher is better; unit: SCALAR. - [Time](): Lower is better; unit: TIME. ## Recorded results | Method | RA | Result date | Report paper | | --- | --- | --- | --- | | Retrain | 99.99 | Not recorded | 69fd6e435497b3b670c895f9 | | OrthoGrad | 99.97 | Not recorded | 69fd6e435497b3b670c895f9 | | ROSU | 99.84 | Not recorded | 69fd6e435497b3b670c895f9 | | UAM | 99.79 | Not recorded | 69fd6e435497b3b670c895f9 | | FT | 99.29 | Not recorded | 69fd6e435497b3b670c895f9 | | GU | 98.6 | Not recorded | 69fd6e435497b3b670c895f9 | | PCGrad | 98.48 | Not recorded | 69fd6e435497b3b670c895f9 | | ℓ1-sparse | 98.22 | Not recorded | 69fd6e435497b3b670c895f9 | | IU | 95.72 | Not recorded | 69fd6e435497b3b670c895f9 | | FF | 79.72 | Not recorded | 69fd6e435497b3b670c895f9 | | NG | 64.3 | Not recorded | 69fd6e435497b3b670c895f9 | ### Retrain RA: 99.99. Result ID: 69fda93147f34ce924e0e103. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OrthoGrad RA: 99.97. Result ID: 69fda93147f34ce924e0e10a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ROSU RA: 99.84. Result ID: 69fda93147f34ce924e0e10d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UAM RA: 99.79. Result ID: 69fda93147f34ce924e0e10c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FT RA: 99.29. Result ID: 69fda93147f34ce924e0e104. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GU RA: 98.6. Result ID: 69fda93147f34ce924e0e109. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCGrad RA: 98.48. Result ID: 69fda93147f34ce924e0e10b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ℓ1-sparse RA: 98.22. Result ID: 69fda93147f34ce924e0e108. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IU RA: 95.72. Result ID: 69fda93147f34ce924e0e107. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FF RA: 79.72. Result ID: 69fda93147f34ce924e0e106. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NG RA: 64.3. Result ID: 69fda93147f34ce924e0e105. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.