# Single-class unlearning on CIFAR-100 Source: [Single-class unlearning on CIFAR-100]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:04.379Z Evaluation of Single-class Unlearning effectiveness on the CIFAR-100 dataset, reporting utility metrics (ACCr, ACCf) and membership inference attack success rate (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 | Single-class unlearning | | Dataset (including any stated split) | CIFAR-100 | | Metric | ACCr | | 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 - [ACCr](): Higher is better; unit: PERCENT. - [ACCf](): Higher is better; unit: PERCENT. - [MIA](): Lower is better; unit: SCALAR. ## Recorded results | Method | ACCr | Result date | Report paper | | --- | --- | --- | --- | | Original | 78.52 | Not recorded | 6937ad096cfd488761a4e7b7 | | Retraining | 78.3 | Not recorded | 6937ad096cfd488761a4e7b7 | | TRW | 78.05 | Not recorded | 6937ad096cfd488761a4e7b7 | | TRW-2R | 77.97 | Not recorded | 6937ad096cfd488761a4e7b7 | | SCRUB | 76.92 | Not recorded | 6937ad096cfd488761a4e7b7 | | SVD | 75.86 | Not recorded | 6937ad096cfd488761a4e7b7 | | SCAR | 75.42 | Not recorded | 6937ad096cfd488761a4e7b7 | | FT | 73.37 | Not recorded | 6937ad096cfd488761a4e7b7 | | l1 | 72.3 | Not recorded | 6937ad096cfd488761a4e7b7 | | SalUn | 72.11 | Not recorded | 6937ad096cfd488761a4e7b7 | | GA | 72.05 | Not recorded | 6937ad096cfd488761a4e7b7 | | l2ul | 71.56 | Not recorded | 6937ad096cfd488761a4e7b7 | | RL | 70.97 | Not recorded | 6937ad096cfd488761a4e7b7 | | Original | 69.87 | Not recorded | 6937ad096cfd488761a4e7b7 | | Retraining | 69.54 | Not recorded | 6937ad096cfd488761a4e7b7 | | TRW | 69.36 | Not recorded | 6937ad096cfd488761a4e7b7 | | TRW-2R | 69.07 | Not recorded | 6937ad096cfd488761a4e7b7 | | SVD | 68.53 | Not recorded | 6937ad096cfd488761a4e7b7 | | BU | 67.52 | Not recorded | 6937ad096cfd488761a4e7b7 | | l2ul | 66.77 | Not recorded | 6937ad096cfd488761a4e7b7 | | SCAR | 65.97 | Not recorded | 6937ad096cfd488761a4e7b7 | | FT | 65.26 | Not recorded | 6937ad096cfd488761a4e7b7 | | SalUn | 63.58 | Not recorded | 6937ad096cfd488761a4e7b7 | | GA | 62.34 | Not recorded | 6937ad096cfd488761a4e7b7 | | BU | 59.27 | Not recorded | 6937ad096cfd488761a4e7b7 | | SCRUB | 58.91 | Not recorded | 6937ad096cfd488761a4e7b7 | | RL | 58.83 | Not recorded | 6937ad096cfd488761a4e7b7 | | l1 | 57.28 | Not recorded | 6937ad096cfd488761a4e7b7 | ### Original ACCr: 78.52. Result ID: 69997f115698665ec4eeedd1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Retraining ACCr: 78.3. Result ID: 69997f115698665ec4eeedd2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### TRW ACCr: 78.05. Result ID: 69997f115698665ec4eeeddd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### TRW-2R ACCr: 77.97. Result ID: 69997f115698665ec4eeedde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SCRUB ACCr: 76.92. Result ID: 69997f115698665ec4eeedda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SVD ACCr: 75.86. Result ID: 69997f115698665ec4eeedd9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SCAR ACCr: 75.42. Result ID: 69997f115698665ec4eeeddb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### FT ACCr: 73.37. Result ID: 69997f115698665ec4eeedd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### l1 ACCr: 72.3. Result ID: 69997f115698665ec4eeedd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### SalUn ACCr: 72.11. Result ID: 69997f115698665ec4eeedd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### GA ACCr: 72.05. Result ID: 69997f115698665ec4eeedd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### l2ul ACCr: 71.56. Result ID: 69997f115698665ec4eeeddc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### RL ACCr: 70.97. Result ID: 69997f115698665ec4eeedd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### Original ACCr: 69.87. Result ID: 69997f115698665ec4eeedc3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### Retraining ACCr: 69.54. Result ID: 69997f115698665ec4eeedc4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### TRW ACCr: 69.36. Result ID: 69997f115698665ec4eeedcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### TRW-2R ACCr: 69.07. Result ID: 69997f115698665ec4eeedd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### SVD ACCr: 68.53. Result ID: 69997f115698665ec4eeedcb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### BU ACCr: 67.52. Result ID: 69997f115698665ec4eeedd7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### l2ul ACCr: 66.77. Result ID: 69997f115698665ec4eeedce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### SCAR ACCr: 65.97. Result ID: 69997f115698665ec4eeedcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### FT ACCr: 65.26. Result ID: 69997f115698665ec4eeedc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### SalUn ACCr: 63.58. Result ID: 69997f115698665ec4eeedca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### GA ACCr: 62.34. Result ID: 69997f115698665ec4eeedc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### BU ACCr: 59.27. Result ID: 69997f115698665ec4eeedc9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### SCRUB ACCr: 58.91. Result ID: 69997f115698665ec4eeedcc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### RL ACCr: 58.83. Result ID: 69997f115698665ec4eeedc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. ### l1 ACCr: 57.28. Result ID: 69997f115698665ec4eeedc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG19"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.