# Machine Unlearning on Tiny-Imagenet Random Forget 30%, γ=1/3 (test) Source: [Machine Unlearning on Tiny-Imagenet Random Forget 30%, γ=1/3 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:44:01.242Z Evaluation of Machine Unlearning performance on the test split of Tiny-ImageNet, specifically configured with a 30% data forget rate and a gamma parameter of 1/3. Metrics reported include FA, RA, TA, MIA, and Avg. Gap. 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 Random Forget 30%, γ=1/3 (test) | | Metric | FA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [FA](): Higher is better; unit: PERCENT. - [RA](): Higher is better; unit: PERCENT. - [TA](): Higher is better; unit: PERCENT. - [MIA](): Lower is better; unit: PERCENT. - [Avg. Gap](): Lower is better; unit: SCALAR. ## Recorded results | Method | FA | Result date | Report paper | | --- | --- | --- | --- | | IU | 95.85 | Not recorded | 69784716a2b28e761d87c9ad | | l1-sparse | 95.83 | Not recorded | 69784716a2b28e761d87c9ad | | BE | 94.89 | Not recorded | 69784716a2b28e761d87c9ad | | BS | 94.33 | Not recorded | 69784716a2b28e761d87c9ad | | FT | 90.44 | Not recorded | 69784716a2b28e761d87c9ad | | GA | 77.98 | Not recorded | 69784716a2b28e761d87c9ad | | SFRon | 51.2 | Not recorded | 69784716a2b28e761d87c9ad | | FalW | 46.94 | Not recorded | 69784716a2b28e761d87c9ad | | Retrain | 44.57 | Not recorded | 69784716a2b28e761d87c9ad | | SalUn | 39.88 | Not recorded | 69784716a2b28e761d87c9ad | | RL | 31.76 | Not recorded | 69784716a2b28e761d87c9ad | ### IU FA: 95.85. Result ID: 699914995698665ec47aaa4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. ### l1-sparse FA: 95.83. Result ID: 699914995698665ec47aaa52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. ### BE FA: 94.89. Result ID: 699914995698665ec47aaa50. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. ### BS FA: 94.33. Result ID: 699914995698665ec47aaa51. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. ### FT FA: 90.44. Result ID: 699914995698665ec47aaa4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. ### GA FA: 77.98. Result ID: 699914995698665ec47aaa4e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. ### SFRon FA: 51.2. Result ID: 699914995698665ec47aaa53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. ### FalW FA: 46.94. Result ID: 699914995698665ec47aaa55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. ### Retrain FA: 44.57. Result ID: 699914995698665ec47aaa4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. ### SalUn FA: 39.88. Result ID: 699914995698665ec47aaa54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. ### RL FA: 31.76. Result ID: 699914995698665ec47aaa4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Vgg-16","Random Forget Ratio":"30%","γ (Imbalance Factor)":"1/3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.