# Class-wise Machine Unlearning on CIFAR-20 veh2 (test) Source: [Class-wise Machine Unlearning on CIFAR-20 veh2 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:59.092Z Evaluation of class-wise machine unlearning performance on the test split of the CIFAR-20 veh2 dataset, reporting utility metrics (Ar, Af) and membership inference attack (MIA) scores. 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 | Class-wise Machine Unlearning | | Dataset (including any stated split) | CIFAR-20 veh2 (test) | | Metric | Ar Utility Score | | 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 Utility Score](): Higher is better; unit: PERCENT. - [Af Utility Score](): Higher is better; unit: PERCENT. - [MIA Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Ar Utility Score | Result date | Report paper | | --- | --- | --- | --- | | baseline | 96.08 | Not recorded | 6997ea6609c33900fcd76493 | | MaGA | 95.82 | Not recorded | 6997ea6609c33900fcd76493 | | retrain | 95.35 | Not recorded | 6997ea6609c33900fcd76493 | | AMNC | 94.2 | Not recorded | 6997ea6609c33900fcd76493 | | UNSIR | 93.83 | Not recorded | 6997ea6609c33900fcd76493 | | SSD | 90.26 | Not recorded | 6997ea6609c33900fcd76493 | | FT | 85.13 | Not recorded | 6997ea6609c33900fcd76493 | | SSD | 83.38 | Not recorded | 6997ea6609c33900fcd76493 | | MaGA | 82.93 | Not recorded | 6997ea6609c33900fcd76493 | | baseline | 82.84 | Not recorded | 6997ea6609c33900fcd76493 | | retrain | 82.41 | Not recorded | 6997ea6609c33900fcd76493 | | AMNC | 82.21 | Not recorded | 6997ea6609c33900fcd76493 | | UNSIR | 81.41 | Not recorded | 6997ea6609c33900fcd76493 | | FT | 73.74 | Not recorded | 6997ea6609c33900fcd76493 | ### baseline Ar Utility Score: 96.08. Result ID: 699b058f5698665ec497e48c. [Reporting paper]() Recorded evaluation configuration: {"model":"ViT"}. This record does not assert independent reproduction. ### MaGA Ar Utility Score: 95.82. Result ID: 699b058f5698665ec497e492. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT"}. This record does not assert independent reproduction. ### retrain Ar Utility Score: 95.35. Result ID: 699b058f5698665ec497e48d. [Reporting paper]() Recorded evaluation configuration: {"model":"ViT"}. This record does not assert independent reproduction. ### AMNC Ar Utility Score: 94.2. Result ID: 699b058f5698665ec497e490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT"}. This record does not assert independent reproduction. ### UNSIR Ar Utility Score: 93.83. Result ID: 699b058f5698665ec497e48f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT"}. This record does not assert independent reproduction. ### SSD Ar Utility Score: 90.26. Result ID: 699b058f5698665ec497e491. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT"}. This record does not assert independent reproduction. ### FT Ar Utility Score: 85.13. Result ID: 699b058f5698665ec497e48e. [Reporting paper]() Recorded evaluation configuration: {"model":"ViT"}. This record does not assert independent reproduction. ### SSD Ar Utility Score: 83.38. Result ID: 699b058f5698665ec497e48a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### MaGA Ar Utility Score: 82.93. Result ID: 699b058f5698665ec497e48b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### baseline Ar Utility Score: 82.84. Result ID: 699b058f5698665ec497e485. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### retrain Ar Utility Score: 82.41. Result ID: 699b058f5698665ec497e486. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### AMNC Ar Utility Score: 82.21. Result ID: 699b058f5698665ec497e489. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### UNSIR Ar Utility Score: 81.41. Result ID: 699b058f5698665ec497e488. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### FT Ar Utility Score: 73.74. Result ID: 699b058f5698665ec497e487. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. Page 1 of 1. 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