# Machine Unlearning on ImageNet Class Forgetting 3-class average Source: [Machine Unlearning on ImageNet Class Forgetting 3-class average]() Collection index: [llms.txt]() Data updated: 2026-03-10T09:21:57.882Z Evaluation of Machine Unlearning performance specifically focusing on the average forgetting rate across 3 designated classes within the ImageNet Class Forgetting dataset configuration. 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 Class Forgetting 3-class average | | Metric | Utility Score (Au) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Utility Score (Au)](): Higher is better; unit: PERCENT. - [Retention Score (Ar)](): Higher is better; unit: PERCENT. - [Test Accuracy (Atest)](): Higher is better; unit: PERCENT. - [Unlearning Impact Score (UIS)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Utility Score (Au) | Result date | Report paper | | --- | --- | --- | --- | | Original | 98.1 | Not recorded | 68fa773c1e209131cea71e18 | | FISHER | 98.02 | Not recorded | 68fa773c1e209131cea71e18 | | FT | 91.97 | Not recorded | 68fa773c1e209131cea71e18 | | Original | 91.76 | Not recorded | 68fa773c1e209131cea71e18 | | FISHER | 91.64 | Not recorded | 68fa773c1e209131cea71e18 | | Influence | 78.82 | Not recorded | 68fa773c1e209131cea71e18 | | FT | 78.02 | Not recorded | 68fa773c1e209131cea71e18 | | SCRUB | 45.82 | Not recorded | 68fa773c1e209131cea71e18 | | NegGrad+ | 28.92 | Not recorded | 68fa773c1e209131cea71e18 | | NegGrad | 22.53 | Not recorded | 68fa773c1e209131cea71e18 | | Influence | 15.28 | Not recorded | 68fa773c1e209131cea71e18 | | GDR-GMA | 0.74 | Not recorded | 68fa773c1e209131cea71e18 | | SCRUB | 0.53 | Not recorded | 68fa773c1e209131cea71e18 | | OrthoGrad | 0.48 | Not recorded | 68fa773c1e209131cea71e18 | | NegGrad | 0.41 | Not recorded | 68fa773c1e209131cea71e18 | | GDR-GMA | 0.15 | Not recorded | 68fa773c1e209131cea71e18 | | OrthoGrad | 0.1 | Not recorded | 68fa773c1e209131cea71e18 | | NegGrad+ | 0.05 | Not recorded | 68fa773c1e209131cea71e18 | | Retrain | 0 | Not recorded | 68fa773c1e209131cea71e18 | | DUCK | 0 | Not recorded | 68fa773c1e209131cea71e18 | | SSD | 0 | Not recorded | 68fa773c1e209131cea71e18 | | SCAR | 0 | Not recorded | 68fa773c1e209131cea71e18 | | Retrain | 0 | Not recorded | 68fa773c1e209131cea71e18 | | DUCK | 0 | Not recorded | 68fa773c1e209131cea71e18 | | SSD | 0 | Not recorded | 68fa773c1e209131cea71e18 | | SCAR | 0 | Not recorded | 68fa773c1e209131cea71e18 | ### Original Utility Score (Au): 98.1. Result ID: 69afe2ae6dbb7075b95888e4. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### FISHER Utility Score (Au): 98.02. Result ID: 69afe2ae6dbb7075b95888e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### FT Utility Score (Au): 91.97. Result ID: 69afe2ae6dbb7075b95888e6. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### Original Utility Score (Au): 91.76. Result ID: 69afe2ae6dbb7075b958891f. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### FISHER Utility Score (Au): 91.64. Result ID: 69afe2ae6dbb7075b9588924. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### Influence Utility Score (Au): 78.82. Result ID: 69afe2ae6dbb7075b9588925. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### FT Utility Score (Au): 78.02. Result ID: 69afe2ae6dbb7075b9588921. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### SCRUB Utility Score (Au): 45.82. Result ID: 69afe2ae6dbb7075b95888eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### NegGrad+ Utility Score (Au): 28.92. Result ID: 69afe2ae6dbb7075b9588923. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### NegGrad Utility Score (Au): 22.53. Result ID: 69afe2ae6dbb7075b9588922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### Influence Utility Score (Au): 15.28. Result ID: 69afe2ae6dbb7075b95888ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### GDR-GMA Utility Score (Au): 0.74. Result ID: 69afe2ae6dbb7075b9588928. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### SCRUB Utility Score (Au): 0.53. Result ID: 69afe2ae6dbb7075b9588926. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### OrthoGrad Utility Score (Au): 0.48. Result ID: 69afe2ae6dbb7075b958892b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### NegGrad Utility Score (Au): 0.41. Result ID: 69afe2ae6dbb7075b95888e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### GDR-GMA Utility Score (Au): 0.15. Result ID: 69afe2ae6dbb7075b95888ed. [Reporting paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### OrthoGrad Utility Score (Au): 0.1. Result ID: 69afe2ae6dbb7075b95888f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### NegGrad+ Utility Score (Au): 0.05. Result ID: 69afe2ae6dbb7075b95888e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### Retrain Utility Score (Au): 0. Result ID: 69afe2ae6dbb7075b95888e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### DUCK Utility Score (Au): 0. Result ID: 69afe2ae6dbb7075b95888ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### SSD Utility Score (Au): 0. Result ID: 69afe2ae6dbb7075b95888ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### SCAR Utility Score (Au): 0. Result ID: 69afe2ae6dbb7075b95888ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ViT"}. This record does not assert independent reproduction. ### Retrain Utility Score (Au): 0. Result ID: 69afe2ae6dbb7075b9588920. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### DUCK Utility Score (Au): 0. Result ID: 69afe2ae6dbb7075b9588927. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### SSD Utility Score (Au): 0. Result ID: 69afe2ae6dbb7075b9588929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. ### SCAR Utility Score (Au): 0. Result ID: 69afe2ae6dbb7075b958892a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture":"ResNet18","Evaluation Protocol":"Class Forgetting"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.