# Sub-class Unlearning on CIFAR-20 (test) Source: [Sub-class Unlearning on CIFAR-20 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:58.913Z Evaluation of Sub-class Unlearning effectiveness on the test split of the CIFAR-20 dataset, reporting utility and privacy metrics such as Ar, Af, and MIA. 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 | Sub-class Unlearning | | Dataset (including any stated split) | CIFAR-20 (test) | | Metric | Ar | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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](): Lower is better; unit: PERCENT. ## Recorded results | Method | Ar | Result date | Report paper | | --- | --- | --- | --- | | SSD | 96.18 | Not recorded | 6997ea6609c33900fcd76493 | | retrain | 96.1 | Not recorded | 6997ea6609c33900fcd76493 | | MaGA | 96.05 | Not recorded | 6997ea6609c33900fcd76493 | | MaGA | 96.05 | Not recorded | 6997ea6609c33900fcd76493 | | baseline | 96.01 | Not recorded | 6997ea6609c33900fcd76493 | | baseline | 95.97 | Not recorded | 6997ea6609c33900fcd76493 | | SSD | 95.96 | Not recorded | 6997ea6609c33900fcd76493 | | retrain | 95.55 | Not recorded | 6997ea6609c33900fcd76493 | | UNSIR | 94.28 | Not recorded | 6997ea6609c33900fcd76493 | | AMNC | 93.82 | Not recorded | 6997ea6609c33900fcd76493 | | UNSIR | 93.59 | Not recorded | 6997ea6609c33900fcd76493 | | AMNC | 92.39 | Not recorded | 6997ea6609c33900fcd76493 | | FT | 88.61 | Not recorded | 6997ea6609c33900fcd76493 | | FT | 88.47 | Not recorded | 6997ea6609c33900fcd76493 | | FT | 85.85 | Not recorded | 6997ea6609c33900fcd76493 | | retrain | 83.55 | Not recorded | 6997ea6609c33900fcd76493 | | retrain | 82.95 | Not recorded | 6997ea6609c33900fcd76493 | | baseline | 82.93 | Not recorded | 6997ea6609c33900fcd76493 | | MaGA | 82.8 | Not recorded | 6997ea6609c33900fcd76493 | | baseline | 82.79 | Not recorded | 6997ea6609c33900fcd76493 | | MaGA | 82.44 | Not recorded | 6997ea6609c33900fcd76493 | | SSD | 82.41 | Not recorded | 6997ea6609c33900fcd76493 | | SSD | 82.36 | Not recorded | 6997ea6609c33900fcd76493 | | AMNC | 82.06 | Not recorded | 6997ea6609c33900fcd76493 | | AMNC | 81.89 | Not recorded | 6997ea6609c33900fcd76493 | | UNSIR | 81.5 | Not recorded | 6997ea6609c33900fcd76493 | | UNSIR | 81.14 | Not recorded | 6997ea6609c33900fcd76493 | | FT | 73.57 | Not recorded | 6997ea6609c33900fcd76493 | ### SSD Ar: 96.18. Result ID: 699b058f5698665ec497e4b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"RKT"}. This record does not assert independent reproduction. ### retrain Ar: 96.1. Result ID: 699b058f5698665ec497e4b0. [Reporting paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"RKT"}. This record does not assert independent reproduction. ### MaGA Ar: 96.05. Result ID: 699b058f5698665ec497e4b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"RKT"}. This record does not assert independent reproduction. ### MaGA Ar: 96.05. Result ID: 699b058f5698665ec497e4bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"sea"}. This record does not assert independent reproduction. ### baseline Ar: 96.01. Result ID: 699b058f5698665ec497e4af. [Reporting paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"RKT"}. This record does not assert independent reproduction. ### baseline Ar: 95.97. Result ID: 699b058f5698665ec497e4b6. [Reporting paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"sea"}. This record does not assert independent reproduction. ### SSD Ar: 95.96. Result ID: 699b058f5698665ec497e4bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"sea"}. This record does not assert independent reproduction. ### retrain Ar: 95.55. Result ID: 699b058f5698665ec497e4b7. [Reporting paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"sea"}. This record does not assert independent reproduction. ### UNSIR Ar: 94.28. Result ID: 699b058f5698665ec497e4b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"sea"}. This record does not assert independent reproduction. ### AMNC Ar: 93.82. Result ID: 699b058f5698665ec497e4ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"sea"}. This record does not assert independent reproduction. ### UNSIR Ar: 93.59. Result ID: 699b058f5698665ec497e4b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"RKT"}. This record does not assert independent reproduction. ### AMNC Ar: 92.39. Result ID: 699b058f5698665ec497e4b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"RKT"}. This record does not assert independent reproduction. ### FT Ar: 88.61. Result ID: 699b058f5698665ec497e4b1. [Reporting paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"RKT"}. This record does not assert independent reproduction. ### FT Ar: 88.47. Result ID: 699b058f5698665ec497e4b8. [Reporting paper]() Recorded evaluation configuration: {"model":"ViT","subclass":"sea"}. This record does not assert independent reproduction. ### FT Ar: 85.85. Result ID: 699b058f5698665ec497e4aa. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"sea"}. This record does not assert independent reproduction. ### retrain Ar: 83.55. Result ID: 699b058f5698665ec497e4a2. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"RKT"}. This record does not assert independent reproduction. ### retrain Ar: 82.95. Result ID: 699b058f5698665ec497e4a9. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"sea"}. This record does not assert independent reproduction. ### baseline Ar: 82.93. Result ID: 699b058f5698665ec497e4a1. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"RKT"}. This record does not assert independent reproduction. ### MaGA Ar: 82.8. Result ID: 699b058f5698665ec497e4ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"sea"}. This record does not assert independent reproduction. ### baseline Ar: 82.79. Result ID: 699b058f5698665ec497e4a8. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"sea"}. This record does not assert independent reproduction. ### MaGA Ar: 82.44. Result ID: 699b058f5698665ec497e4a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"RKT"}. This record does not assert independent reproduction. ### SSD Ar: 82.41. Result ID: 699b058f5698665ec497e4ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"sea"}. This record does not assert independent reproduction. ### SSD Ar: 82.36. Result ID: 699b058f5698665ec497e4a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"RKT"}. This record does not assert independent reproduction. ### AMNC Ar: 82.06. Result ID: 699b058f5698665ec497e4ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"sea"}. This record does not assert independent reproduction. ### AMNC Ar: 81.89. Result ID: 699b058f5698665ec497e4a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"RKT"}. This record does not assert independent reproduction. ### UNSIR Ar: 81.5. Result ID: 699b058f5698665ec497e4a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"RKT"}. This record does not assert independent reproduction. ### UNSIR Ar: 81.14. Result ID: 699b058f5698665ec497e4ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"sea"}. This record does not assert independent reproduction. ### FT Ar: 73.57. Result ID: 699b058f5698665ec497e4a3. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18","subclass":"RKT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.