# Random Unlearning on CIFAR-10 (original) Source: [Random Unlearning on CIFAR-10 (original)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:58.893Z Evaluation of Random Unlearning effectiveness on the original split of the CIFAR-10 dataset, reporting utility metrics (Ar, Af) and Membership Inference Attack (MIA) results. 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 Unlearning | | Dataset (including any stated split) | CIFAR-10 original | | Metric | Ar | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Ar](): Higher is better; unit: PERCENT. - [Af](): Higher is better; unit: PERCENT. - [MIA Success Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Ar | Result date | Report paper | | --- | --- | --- | --- | | MaGA | 98.81 | Not recorded | 6997ea6609c33900fcd76493 | | retrain | 98.75 | Not recorded | 6997ea6609c33900fcd76493 | | baseline | 98.66 | Not recorded | 6997ea6609c33900fcd76493 | | SSD | 98.63 | Not recorded | 6997ea6609c33900fcd76493 | | Bad Teacher | 98.17 | Not recorded | 6997ea6609c33900fcd76493 | | Amnesiac | 98.15 | Not recorded | 6997ea6609c33900fcd76493 | | FT | 97.64 | Not recorded | 6997ea6609c33900fcd76493 | | baseline | 95.31 | Not recorded | 6997ea6609c33900fcd76493 | | MaGA | 93.04 | Not recorded | 6997ea6609c33900fcd76493 | | retrain | 92.42 | Not recorded | 6997ea6609c33900fcd76493 | | SSD | 91.38 | Not recorded | 6997ea6609c33900fcd76493 | | Bad Teacher | 90.68 | Not recorded | 6997ea6609c33900fcd76493 | | Amnesiac | 90.63 | Not recorded | 6997ea6609c33900fcd76493 | | FT | 87.86 | Not recorded | 6997ea6609c33900fcd76493 | ### MaGA Ar: 98.81. Result ID: 699b058f5698665ec497e484. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"ViT"}. This record does not assert independent reproduction. ### retrain Ar: 98.75. Result ID: 699b058f5698665ec497e47f. [Reporting paper]() Recorded evaluation configuration: {"backbone":"ViT"}. This record does not assert independent reproduction. ### baseline Ar: 98.66. Result ID: 699b058f5698665ec497e47e. [Reporting paper]() Recorded evaluation configuration: {"backbone":"ViT"}. This record does not assert independent reproduction. ### SSD Ar: 98.63. Result ID: 699b058f5698665ec497e483. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"ViT"}. This record does not assert independent reproduction. ### Bad Teacher Ar: 98.17. Result ID: 699b058f5698665ec497e481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"ViT"}. This record does not assert independent reproduction. ### Amnesiac Ar: 98.15. Result ID: 699b058f5698665ec497e482. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"ViT"}. This record does not assert independent reproduction. ### FT Ar: 97.64. Result ID: 699b058f5698665ec497e480. [Reporting paper]() Recorded evaluation configuration: {"backbone":"ViT"}. This record does not assert independent reproduction. ### baseline Ar: 95.31. Result ID: 699b058f5698665ec497e477. [Reporting paper]() Recorded evaluation configuration: {"backbone":"ResNet-18"}. This record does not assert independent reproduction. ### MaGA Ar: 93.04. Result ID: 699b058f5698665ec497e47d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"ResNet-18"}. This record does not assert independent reproduction. ### retrain Ar: 92.42. Result ID: 699b058f5698665ec497e478. [Reporting paper]() Recorded evaluation configuration: {"backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SSD Ar: 91.38. Result ID: 699b058f5698665ec497e47c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Bad Teacher Ar: 90.68. Result ID: 699b058f5698665ec497e47a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Amnesiac Ar: 90.63. Result ID: 699b058f5698665ec497e47b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FT Ar: 87.86. Result ID: 699b058f5698665ec497e479. [Reporting paper]() Recorded evaluation configuration: {"backbone":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. 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