# Class-wise Forgetting Unlearning on CIFAR-100 Source: [Class-wise Forgetting Unlearning on CIFAR-100]() Collection index: [llms.txt]() Data updated: 2026-05-08T09:17:39.712Z Evaluation of machine unlearning effectiveness focusing on class-wise forgetting within the CIFAR-100 dataset. Metrics include Retention Accuracy (RA), Forgetting Accuracy (FA), Total Accuracy (TA), Delta Accuracy, and Membership Inference Attack Effectiveness (MIA-Eff.). 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 | Class-wise Forgetting Unlearning | | Dataset (including any stated split) | CIFAR-100 | | Metric | Retention Accuracy (RA) | | 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 - [Retention Accuracy (RA)](): Higher is better; unit: PERCENT. - [Forgetting Accuracy (FA)](): Higher is better; unit: PERCENT. - [Total Accuracy (TA)](): Higher is better; unit: PERCENT. - [Delta Accuracy](): Higher is better; unit: PERCENT. - [MIA Effectiveness](): Lower is better; unit: PERCENT. ## Recorded results | Method | Retention Accuracy (RA) | Result date | Report paper | | --- | --- | --- | --- | | Retrain | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | FT | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | FF | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | l1-sparse | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | ROSU | 99.98 | Not recorded | 69fd6e435497b3b670c895f9 | | UAM | 99.97 | Not recorded | 69fd6e435497b3b670c895f9 | | PCGrad | 99.24 | Not recorded | 69fd6e435497b3b670c895f9 | | IU | 99.08 | Not recorded | 69fd6e435497b3b670c895f9 | | OrthoGrad | 97.3 | Not recorded | 69fd6e435497b3b670c895f9 | | GU | 90.34 | Not recorded | 69fd6e435497b3b670c895f9 | | NG | 53.58 | Not recorded | 69fd6e435497b3b670c895f9 | ### Retrain Retention Accuracy (RA): 99.98. Result ID: 69fda93147f34ce924e0e10e. [Reporting paper]() Recorded evaluation configuration: {"Time (min)":"36.8"}. This record does not assert independent reproduction. ### FT Retention Accuracy (RA): 99.98. Result ID: 69fda93147f34ce924e0e10f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"1.79"}. This record does not assert independent reproduction. ### FF Retention Accuracy (RA): 99.98. Result ID: 69fda93147f34ce924e0e111. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"11.24"}. This record does not assert independent reproduction. ### l1-sparse Retention Accuracy (RA): 99.98. Result ID: 69fda93147f34ce924e0e113. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"1.99"}. This record does not assert independent reproduction. ### ROSU Retention Accuracy (RA): 99.98. Result ID: 69fda93147f34ce924e0e118. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"3.22"}. This record does not assert independent reproduction. ### UAM Retention Accuracy (RA): 99.97. Result ID: 69fda93147f34ce924e0e117. [Reporting paper]() Recorded evaluation configuration: {"Time (min)":"2.78"}. This record does not assert independent reproduction. ### PCGrad Retention Accuracy (RA): 99.24. Result ID: 69fda93147f34ce924e0e116. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"2.43"}. This record does not assert independent reproduction. ### IU Retention Accuracy (RA): 99.08. Result ID: 69fda93147f34ce924e0e112. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"0.57"}. This record does not assert independent reproduction. ### OrthoGrad Retention Accuracy (RA): 97.3. Result ID: 69fda93147f34ce924e0e115. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"8.18"}. This record does not assert independent reproduction. ### GU Retention Accuracy (RA): 90.34. Result ID: 69fda93147f34ce924e0e114. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"8.34"}. This record does not assert independent reproduction. ### NG Retention Accuracy (RA): 53.58. Result ID: 69fda93147f34ce924e0e110. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Time (min)":"1.82"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.