# Machine Unlearning on CIFAR-100 (train) Source: [Machine Unlearning on CIFAR-100 (train)]() Collection index: [llms.txt]() Data updated: 2026-03-30T07:59:48.826Z Evaluation of Machine Unlearning effectiveness on the training split of the CIFAR-100 dataset, reporting utility metrics focused on retained accuracy and forgetting. 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-100 (train) | | Metric | Accuracy ($D\_f$) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Accuracy ($D\_f$)](): Higher is better; unit: PERCENT. - [Accuracy ($D\_r^{adj}$)](): Higher is better; unit: PERCENT. - [Accuracy ($D\_r^{rem}$)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy ($D\_f$) | Result date | Report paper | | --- | --- | --- | --- | | Original | 99.99 | Not recorded | 69ca03a80636e5bf4afc949f | | Original | 99.93 | Not recorded | 69ca03a80636e5bf4afc949f | | FT | 76.67 | Not recorded | 69ca03a80636e5bf4afc949f | | FT | 76.67 | Not recorded | 69ca03a80636e5bf4afc949f | | GA | 70.53 | Not recorded | 69ca03a80636e5bf4afc949f | | ℓ1-sparse | 62 | Not recorded | 69ca03a80636e5bf4afc949f | | ℓ1-sparse | 55.93 | Not recorded | 69ca03a80636e5bf4afc949f | | Retrain | 38.4 | Not recorded | 69ca03a80636e5bf4afc949f | | SSD | 37.4 | Not recorded | 69ca03a80636e5bf4afc949f | | Munba | 33.8 | Not recorded | 69ca03a80636e5bf4afc949f | | GDR | 4.87 | Not recorded | 69ca03a80636e5bf4afc949f | | SCRUB | 4.47 | Not recorded | 69ca03a80636e5bf4afc949f | | SalUn | 3.2 | Not recorded | 69ca03a80636e5bf4afc949f | | SCRUB | 1.93 | Not recorded | 69ca03a80636e5bf4afc949f | | Two-Stage Machine Unlearning | 0 | Not recorded | 69ca03a80636e5bf4afc949f | | DELETE | 0 | Not recorded | 69ca03a80636e5bf4afc949f | | Our method | 0 | Not recorded | 69ca03a80636e5bf4afc949f | | GA | 0 | Not recorded | 69ca03a80636e5bf4afc949f | | Our method | 0 | Not recorded | 69ca03a80636e5bf4afc949f | ### Original Accuracy ($D\_f$): 99.99. Result ID: 69ca2d5847f34ce924b2a04f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Original Accuracy ($D\_f$): 99.93. Result ID: 69ca2d5847f34ce924b2a065. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### FT Accuracy ($D\_f$): 76.67. Result ID: 69ca2d5847f34ce924b2a050. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### FT Accuracy ($D\_f$): 76.67. Result ID: 69ca2d5847f34ce924b2a066. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### GA Accuracy ($D\_f$): 70.53. Result ID: 69ca2d5847f34ce924b2a051. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### ℓ1-sparse Accuracy ($D\_f$): 62. Result ID: 69ca2d5847f34ce924b2a068. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### ℓ1-sparse Accuracy ($D\_f$): 55.93. Result ID: 69ca2d5847f34ce924b2a052. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Retrain Accuracy ($D\_f$): 38.4. Result ID: 69ca2d5847f34ce924b2a02d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSD Accuracy ($D\_f$): 37.4. Result ID: 69ca2d5847f34ce924b2a054. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Munba Accuracy ($D\_f$): 33.8. Result ID: 69ca2d5847f34ce924b2a053. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GDR Accuracy ($D\_f$): 4.87. Result ID: 69ca2d5847f34ce924b2a058. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SCRUB Accuracy ($D\_f$): 4.47. Result ID: 69ca2d5847f34ce924b2a055. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SalUn Accuracy ($D\_f$): 3.2. Result ID: 69ca2d5847f34ce924b2a056. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### SCRUB Accuracy ($D\_f$): 1.93. Result ID: 69ca2d5847f34ce924b2a069. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### Two-Stage Machine Unlearning Accuracy ($D\_f$): 0. Result ID: 69ca2d5847f34ce924b2a02e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DELETE Accuracy ($D\_f$): 0. Result ID: 69ca2d5847f34ce924b2a057. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### Our method Accuracy ($D\_f$): 0. Result ID: 69ca2d5847f34ce924b2a059. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-18"}. This record does not assert independent reproduction. ### GA Accuracy ($D\_f$): 0. Result ID: 69ca2d5847f34ce924b2a067. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### Our method Accuracy ($D\_f$): 0. Result ID: 69ca2d5847f34ce924b2a06a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.