# Machine Unlearning on Tiny-ImageNet (Class-wise forgetting) Source: [Machine Unlearning on Tiny-ImageNet (Class-wise forgetting)]() Collection index: [llms.txt]() Data updated: 2026-05-08T09:17:39.538Z Evaluation of Machine Unlearning performance on the Tiny-ImageNet dataset, specifically focusing on class-wise forgetting mechanisms, measured by metrics such as Retention Accuracy (RA), Forgetting Accuracy (FA), Target Accuracy (TA), and efficiency/attack metrics. 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 (Class-wise forgetting) | | Metric | Retention Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Retention Accuracy](): Higher is better; unit: PERCENT. - [Forgetting Accuracy/Error](): Lower is better; unit: PERCENT. - [Target Accuracy](): Higher is better; unit: PERCENT. - [Accuracy Delta (ΔAcc)](): Higher is better; unit: PERCENT. - [MIA Efficiency](): Higher is better; unit: PERCENT. - [Unlearning Time (min)](): Lower is better; unit: TIME. ## Recorded results | Method | Retention Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Retrain | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | UAM | 99.97 | Not recorded | 69fd6e435497b3b670c895f9 | | ROSU | 99.97 | Not recorded | 69fd6e435497b3b670c895f9 | | PCGrad | 99.84 | Not recorded | 69fd6e435497b3b670c895f9 | | OrthoGrad | 99.67 | Not recorded | 69fd6e435497b3b670c895f9 | | GU | 99.54 | Not recorded | 69fd6e435497b3b670c895f9 | | FT | 98.54 | Not recorded | 69fd6e435497b3b670c895f9 | | l1-sparse | 98.19 | Not recorded | 69fd6e435497b3b670c895f9 | | IU | 95.83 | Not recorded | 69fd6e435497b3b670c895f9 | | NG | 92.84 | Not recorded | 69fd6e435497b3b670c895f9 | ### Retrain Retention Accuracy: 99.98. Result ID: 69fda93147f34ce924e0e0e4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UAM Retention Accuracy: 99.97. Result ID: 69fda93147f34ce924e0e0ec. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ROSU Retention Accuracy: 99.97. Result ID: 69fda93147f34ce924e0e0ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCGrad Retention Accuracy: 99.84. Result ID: 69fda93147f34ce924e0e0eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OrthoGrad Retention Accuracy: 99.67. Result ID: 69fda93147f34ce924e0e0ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GU Retention Accuracy: 99.54. Result ID: 69fda93147f34ce924e0e0e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FT Retention Accuracy: 98.54. Result ID: 69fda93147f34ce924e0e0e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### l1-sparse Retention Accuracy: 98.19. Result ID: 69fda93147f34ce924e0e0e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IU Retention Accuracy: 95.83. Result ID: 69fda93147f34ce924e0e0e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NG Retention Accuracy: 92.84. Result ID: 69fda93147f34ce924e0e0e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.