# Machine Unlearning on Aggregate CIFAR-10, Food, STL, ObjectNet, ImageNet Source: [Machine Unlearning on Aggregate CIFAR-10, Food, STL, ObjectNet, ImageNet]() Collection index: [llms.txt]() Data updated: 2026-05-15T08:02:48.518Z Evaluation of Machine Unlearning performance across an aggregate set of datasets including CIFAR-10, Food, STL-10, ObjectNet, and ImageNet, reporting average performance 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 | Machine Unlearning | | Dataset (including any stated split) | Aggregate CIFAR-10, Food, STL, ObjectNet, ImageNet | | Metric | Average Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Average Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Average Score | Result date | Report paper | | --- | --- | --- | --- | | ICED | 95.4 | Not recorded | 6a06a8a6dbc836b87d82a154 | | ICED | 93.97 | Not recorded | 6a06a8a6dbc836b87d82a154 | | CLIP-LIP | 90.63 | Not recorded | 6a06a8a6dbc836b87d82a154 | | CLIP-LIP | 86.91 | Not recorded | 6a06a8a6dbc836b87d82a154 | | TIFS | 86.66 | Not recorded | 6a06a8a6dbc836b87d82a154 | | TIFS | 79.18 | Not recorded | 6a06a8a6dbc836b87d82a154 | | EMMN | 52.44 | Not recorded | 6a06a8a6dbc836b87d82a154 | | FT | 43.28 | Not recorded | 6a06a8a6dbc836b87d82a154 | | FT | 41.52 | Not recorded | 6a06a8a6dbc836b87d82a154 | | EMMN | 38.44 | Not recorded | 6a06a8a6dbc836b87d82a154 | | GA | 35.94 | Not recorded | 6a06a8a6dbc836b87d82a154 | | GA | 31.84 | Not recorded | 6a06a8a6dbc836b87d82a154 | | LIP | 22.85 | Not recorded | 6a06a8a6dbc836b87d82a154 | | Fisher | 22.49 | Not recorded | 6a06a8a6dbc836b87d82a154 | | LIP | 21.94 | Not recorded | 6a06a8a6dbc836b87d82a154 | | Fisher | 21.53 | Not recorded | 6a06a8a6dbc836b87d82a154 | ### ICED Average Score: 95.4. Result ID: 6a06d31d47f34ce924ee4857. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### ICED Average Score: 93.97. Result ID: 6a06d31d47f34ce924ee485f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### CLIP-LIP Average Score: 90.63. Result ID: 6a06d31d47f34ce924ee485d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### CLIP-LIP Average Score: 86.91. Result ID: 6a06d31d47f34ce924ee4855. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### TIFS Average Score: 86.66. Result ID: 6a06d31d47f34ce924ee485e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### TIFS Average Score: 79.18. Result ID: 6a06d31d47f34ce924ee4856. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### EMMN Average Score: 52.44. Result ID: 6a06d31d47f34ce924ee4854. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### FT Average Score: 43.28. Result ID: 6a06d31d47f34ce924ee4858. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### FT Average Score: 41.52. Result ID: 6a06d31d47f34ce924ee4850. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### EMMN Average Score: 38.44. Result ID: 6a06d31d47f34ce924ee485c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### GA Average Score: 35.94. Result ID: 6a06d31d47f34ce924ee4859. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### GA Average Score: 31.84. Result ID: 6a06d31d47f34ce924ee4851. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### LIP Average Score: 22.85. Result ID: 6a06d31d47f34ce924ee485b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. ### Fisher Average Score: 22.49. Result ID: 6a06d31d47f34ce924ee4852. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### LIP Average Score: 21.94. Result ID: 6a06d31d47f34ce924ee4853. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN50"}. This record does not assert independent reproduction. ### Fisher Average Score: 21.53. Result ID: 6a06d31d47f34ce924ee485a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN101"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.