# Image Classification on CIFAR-10 Bucket 1 Forget Source: [Image Classification on CIFAR-10 Bucket 1 Forget]() Collection index: [llms.txt]() Data updated: 2026-04-10T09:24:36.218Z Evaluation of Image Classification performance on the specific 'Bucket 1' subset of CIFAR-10 used for forgetting analysis, reporting standard Accuracy. 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 | Image Classification | | Dataset (including any stated split) | CIFAR-10 Bucket 1 Forget | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Original | 98.2 | Not recorded | 69d884367d0172140ec77ba4 | | Original | 98.17 | Not recorded | 69d884367d0172140ec77ba4 | | Original | 98.06 | Not recorded | 69d884367d0172140ec77ba4 | | Retain-only Retain | 97.71 | Not recorded | 69d884367d0172140ec77ba4 | | Retain-only Retain | 94.24 | Not recorded | 69d884367d0172140ec77ba4 | | Random-label with CMF | 72.3 | Not recorded | 69d884367d0172140ec77ba4 | | Salun with CMF | 71.98 | Not recorded | 69d884367d0172140ec77ba4 | | Salun with CMF | 56.14 | Not recorded | 69d884367d0172140ec77ba4 | | Random-label with CMF | 55.82 | Not recorded | 69d884367d0172140ec77ba4 | | NegGrad+ with CMF | 55.61 | Not recorded | 69d884367d0172140ec77ba4 | | Salun with CMF | 53.69 | Not recorded | 69d884367d0172140ec77ba4 | | Random-label with CMF | 52.77 | Not recorded | 69d884367d0172140ec77ba4 | | NegGrad+ with CMF | 43.89 | Not recorded | 69d884367d0172140ec77ba4 | | NegGrad+ with CMF | 41.42 | Not recorded | 69d884367d0172140ec77ba4 | | Retain-only Retain | 0 | Not recorded | 69d884367d0172140ec77ba4 | ### Original Accuracy: 98.2. Result ID: 69d8c1cc47f34ce924c1f103. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Head":"Output","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Original Accuracy: 98.17. Result ID: 69d8c1cc47f34ce924c1f104. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Head":"Linear Probe","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Original Accuracy: 98.06. Result ID: 69d8c1cc47f34ce924c1f105. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Head":"NCC","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Retain-only Retain Accuracy: 97.71. Result ID: 69d8c1cc47f34ce924c1f107. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Head":"Linear Probe","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Retain-only Retain Accuracy: 94.24. Result ID: 69d8c1cc47f34ce924c1f108. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Head":"NCC","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Random-label with CMF Accuracy: 72.3. Result ID: 69d8c1cc47f34ce924c1f10a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Head":"Linear Probe","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Salun with CMF Accuracy: 71.98. Result ID: 69d8c1cc47f34ce924c1f10d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Head":"Linear Probe","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Salun with CMF Accuracy: 56.14. Result ID: 69d8c1cc47f34ce924c1f10e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Head":"NCC","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Random-label with CMF Accuracy: 55.82. Result ID: 69d8c1cc47f34ce924c1f10b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Head":"NCC","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### NegGrad+ with CMF Accuracy: 55.61. Result ID: 69d8c1cc47f34ce924c1f110. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Head":"Linear Probe","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Salun with CMF Accuracy: 53.69. Result ID: 69d8c1cc47f34ce924c1f10c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Head":"Output","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Random-label with CMF Accuracy: 52.77. Result ID: 69d8c1cc47f34ce924c1f109. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Head":"Output","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### NegGrad+ with CMF Accuracy: 43.89. Result ID: 69d8c1cc47f34ce924c1f111. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Head":"NCC","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### NegGrad+ with CMF Accuracy: 41.42. Result ID: 69d8c1cc47f34ce924c1f10f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Head":"Output","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. ### Retain-only Retain Accuracy: 0. Result ID: 69d8c1cc47f34ce924c1f106. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Head":"Output","Backbone":"ViT-S/16","Pre-training":"ImageNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.