# Machine Unlearning on ImageNet Random Sampling 3-seed average (train) Source: [Machine Unlearning on ImageNet Random Sampling 3-seed average (train)]() Collection index: [llms.txt]() Data updated: 2026-03-10T09:21:57.839Z Evaluation of Machine Unlearning performance on ImageNet, specifically using results averaged over 3 random sampling seeds on the training set. 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) | ImageNet Random Sampling 3-seed average (train) | | Metric | Au Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Au Score](): Higher is better; unit: SCALAR. - [Ar Score](): Higher is better; unit: SCALAR. - [Test Accuracy (Atest)](): Higher is better; unit: SCALAR. - [UIS Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Au Score | Result date | Report paper | | --- | --- | --- | --- | | SCRUB | 94.54 | Not recorded | 68fa773c1e209131cea71e18 | | FISHER | 94.36 | Not recorded | 68fa773c1e209131cea71e18 | | Original | 94.26 | Not recorded | 68fa773c1e209131cea71e18 | | SSD | 93.5 | Not recorded | 68fa773c1e209131cea71e18 | | FT | 89.96 | Not recorded | 68fa773c1e209131cea71e18 | | Influence | 89.08 | Not recorded | 68fa773c1e209131cea71e18 | | OrthoGrad | 81.04 | Not recorded | 68fa773c1e209131cea71e18 | | GDR-GMA | 80.41 | Not recorded | 68fa773c1e209131cea71e18 | | NegGrad+ | 78.75 | Not recorded | 68fa773c1e209131cea71e18 | | DUCK | 76.75 | Not recorded | 68fa773c1e209131cea71e18 | | SCAR | 71.49 | Not recorded | 68fa773c1e209131cea71e18 | | NegGrad | 24.2 | Not recorded | 68fa773c1e209131cea71e18 | | Retrain | 3.36 | Not recorded | 68fa773c1e209131cea71e18 | ### SCRUB Au Score: 94.54. Result ID: 69afe2ae6dbb7075b95888de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### FISHER Au Score: 94.36. Result ID: 69afe2ae6dbb7075b95888dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### Original Au Score: 94.26. Result ID: 69afe2ae6dbb7075b95888d7. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### SSD Au Score: 93.5. Result ID: 69afe2ae6dbb7075b95888e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### FT Au Score: 89.96. Result ID: 69afe2ae6dbb7075b95888d9. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### Influence Au Score: 89.08. Result ID: 69afe2ae6dbb7075b95888dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### OrthoGrad Au Score: 81.04. Result ID: 69afe2ae6dbb7075b95888e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### GDR-GMA Au Score: 80.41. Result ID: 69afe2ae6dbb7075b95888e0. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### NegGrad+ Au Score: 78.75. Result ID: 69afe2ae6dbb7075b95888db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### DUCK Au Score: 76.75. Result ID: 69afe2ae6dbb7075b95888df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### SCAR Au Score: 71.49. Result ID: 69afe2ae6dbb7075b95888e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### NegGrad Au Score: 24.2. Result ID: 69afe2ae6dbb7075b95888da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### Retrain Au Score: 3.36. Result ID: 69afe2ae6dbb7075b95888d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.