# Machine Unlearning on Tiny-ImageNet Swin-T (test) Source: [Machine Unlearning on Tiny-ImageNet Swin-T (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:08.017Z Evaluation of Machine Unlearning performance on the test split of the Tiny-ImageNet dataset, specifically using the Swin-T configuration, measured by residual accuracy (Acc\_rm) and forgetting accuracy (Acc\_fg). 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) | Tiny-ImageNet Swin-T (test) | | Metric | Residual Accuracy | | 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 - [Residual Accuracy](): Higher is better; unit: PERCENT. - [Forgetting Accuracy](): Higher is better; unit: PERCENT. - [Forgetting Accuracy P-Value](): Higher is better; unit: PERCENT. ## Recorded results | Method | Residual Accuracy | Result date | Report paper | | --- | --- | --- | --- | | retrained | 75.72 | Not recorded | 69802fbfa8b01e76cc8e1752 | | retrained | 75.57 | Not recorded | 69802fbfa8b01e76cc8e1752 | | retrained | 75.08 | Not recorded | 69802fbfa8b01e76cc8e1752 | | pretrained | 74.55 | Not recorded | 69802fbfa8b01e76cc8e1752 | | pretrained | 74.54 | Not recorded | 69802fbfa8b01e76cc8e1752 | | pretrained | 74.53 | Not recorded | 69802fbfa8b01e76cc8e1752 | | pretrained | 74.49 | Not recorded | 69802fbfa8b01e76cc8e1752 | | RL | 74.37 | Not recorded | 69802fbfa8b01e76cc8e1752 | | RL | 74.34 | Not recorded | 69802fbfa8b01e76cc8e1752 | | DELETE | 73.87 | Not recorded | 69802fbfa8b01e76cc8e1752 | | RL | 73.79 | Not recorded | 69802fbfa8b01e76cc8e1752 | | RL | 73.43 | Not recorded | 69802fbfa8b01e76cc8e1752 | | retrained | 73.06 | Not recorded | 69802fbfa8b01e76cc8e1752 | | LOFT | 72.8 | Not recorded | 69802fbfa8b01e76cc8e1752 | | LOFT | 72.65 | Not recorded | 69802fbfa8b01e76cc8e1752 | | BT | 72.58 | Not recorded | 69802fbfa8b01e76cc8e1752 | | LOFT | 72.5 | Not recorded | 69802fbfa8b01e76cc8e1752 | | DELETE | 72.4 | Not recorded | 69802fbfa8b01e76cc8e1752 | | LOFT | 72.01 | Not recorded | 69802fbfa8b01e76cc8e1752 | | RL | 70.87 | Not recorded | 69802fbfa8b01e76cc8e1752 | | DELETE | 70.05 | Not recorded | 69802fbfa8b01e76cc8e1752 | | DELETE | 67.91 | Not recorded | 69802fbfa8b01e76cc8e1752 | | BT | 67.07 | Not recorded | 69802fbfa8b01e76cc8e1752 | | RL | 59.68 | Not recorded | 69802fbfa8b01e76cc8e1752 | | BT | 54.42 | Not recorded | 69802fbfa8b01e76cc8e1752 | | BT | 37.69 | Not recorded | 69802fbfa8b01e76cc8e1752 | | RL | 36.27 | Not recorded | 69802fbfa8b01e76cc8e1752 | | RL | 9.97 | Not recorded | 69802fbfa8b01e76cc8e1752 | ### retrained Residual Accuracy: 75.72. Result ID: 6998efcd5698665ec4547b82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"4","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"no","D\_fgp":"no"}. This record does not assert independent reproduction. ### retrained Residual Accuracy: 75.57. Result ID: 6998efcd5698665ec4547b74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"2","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"no","D\_fgp":"no"}. This record does not assert independent reproduction. ### retrained Residual Accuracy: 75.08. Result ID: 6998efcd5698665ec4547b6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"1","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"no","D\_fgp":"N/A"}. This record does not assert independent reproduction. ### pretrained Residual Accuracy: 74.55. Result ID: 6998efcd5698665ec4547b73. [Reporting paper]() Recorded evaluation configuration: {"Round":"2","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### pretrained Residual Accuracy: 74.54. Result ID: 6998efcd5698665ec4547b81. [Reporting paper]() Recorded evaluation configuration: {"Round":"4","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### pretrained Residual Accuracy: 74.53. Result ID: 6998efcd5698665ec4547b7a. [Reporting paper]() Recorded evaluation configuration: {"Round":"3","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### pretrained Residual Accuracy: 74.49. Result ID: 6998efcd5698665ec4547b6c. [Reporting paper]() Recorded evaluation configuration: {"Round":"1","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"N/A","D\_fgp":"N/A"}. This record does not assert independent reproduction. ### RL Residual Accuracy: 74.37. Result ID: 6998efcd5698665ec4547b76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"2","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### RL Residual Accuracy: 74.34. Result ID: 6998efcd5698665ec4547b6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"1","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"N/A"}. This record does not assert independent reproduction. ### DELETE Residual Accuracy: 73.87. Result ID: 6998efcd5698665ec4547b71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"1","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"N/A"}. This record does not assert independent reproduction. ### RL Residual Accuracy: 73.79. Result ID: 6998efcd5698665ec4547b7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"3","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### RL Residual Accuracy: 73.43. Result ID: 6998efcd5698665ec4547b84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"4","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### retrained Residual Accuracy: 73.06. Result ID: 6998efcd5698665ec4547b7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"3","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"no","D\_fgp":"no"}. This record does not assert independent reproduction. ### LOFT Residual Accuracy: 72.8. Result ID: 6998efcd5698665ec4547b80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"3","Backbone":"Swin-T","D\_rm":"Sigma\_rm^pre","D\_fg":"Sigma\_fg^pre","D\_fgp":"Sigma\_fgp^pre"}. This record does not assert independent reproduction. ### LOFT Residual Accuracy: 72.65. Result ID: 6998efcd5698665ec4547b72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"1","Backbone":"Swin-T","D\_rm":"Sigma\_rm^pre","D\_fg":"Sigma\_fg^pre","D\_fgp":"N/A"}. This record does not assert independent reproduction. ### BT Residual Accuracy: 72.58. Result ID: 6998efcd5698665ec4547b70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"1","Backbone":"Swin-T","D\_rm":"no","D\_fg":"yes","D\_fgp":"N/A"}. This record does not assert independent reproduction. ### LOFT Residual Accuracy: 72.5. Result ID: 6998efcd5698665ec4547b87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"4","Backbone":"Swin-T","D\_rm":"Sigma\_rm^pre","D\_fg":"Sigma\_fg^pre","D\_fgp":"Sigma\_fgp^pre"}. This record does not assert independent reproduction. ### DELETE Residual Accuracy: 72.4. Result ID: 6998efcd5698665ec4547b78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"2","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### LOFT Residual Accuracy: 72.01. Result ID: 6998efcd5698665ec4547b79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"2","Backbone":"Swin-T","D\_rm":"Sigma\_rm^pre","D\_fg":"Sigma\_fg^pre","D\_fgp":"Sigma\_fgp^pre"}. This record does not assert independent reproduction. ### RL Residual Accuracy: 70.87. Result ID: 6998efcd5698665ec4547b6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"1","Backbone":"Swin-T","D\_rm":"no","D\_fg":"yes","D\_fgp":"N/A"}. This record does not assert independent reproduction. ### DELETE Residual Accuracy: 70.05. Result ID: 6998efcd5698665ec4547b7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"3","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### DELETE Residual Accuracy: 67.91. Result ID: 6998efcd5698665ec4547b86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"4","Backbone":"Swin-T","D\_rm":"yes","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### BT Residual Accuracy: 67.07. Result ID: 6998efcd5698665ec4547b77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"2","Backbone":"Swin-T","D\_rm":"no","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### RL Residual Accuracy: 59.68. Result ID: 6998efcd5698665ec4547b75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"2","Backbone":"Swin-T","D\_rm":"no","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### BT Residual Accuracy: 54.42. Result ID: 6998efcd5698665ec4547b7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"3","Backbone":"Swin-T","D\_rm":"no","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### BT Residual Accuracy: 37.69. Result ID: 6998efcd5698665ec4547b85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"4","Backbone":"Swin-T","D\_rm":"no","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### RL Residual Accuracy: 36.27. Result ID: 6998efcd5698665ec4547b7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"3","Backbone":"Swin-T","D\_rm":"no","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. ### RL Residual Accuracy: 9.97. Result ID: 6998efcd5698665ec4547b83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Round":"4","Backbone":"Swin-T","D\_rm":"no","D\_fg":"yes","D\_fgp":"yes"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.