# Machine Unlearning on PathMNIST 20% removal binary (test) Source: [Machine Unlearning on PathMNIST 20% removal binary (test)]() Collection index: [llms.txt]() Data updated: 2026-04-28T09:16:34.302Z Evaluation of Machine Unlearning effectiveness on the test split of the PathMNIST dataset, specifically using a subset where 20% of the data was removed prior to training/unlearning, measured using metrics like Specificity, Recall, BAC, and MIA. 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) | PathMNIST 20% removal binary (test) | | Metric | Specificity | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [Specificity](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [Balanced Accuracy (BAC)](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. - [UBAC (Unlearning Metric Proxy)](): Lower is better; unit: PERCENT. - [RBAC (Retained BAC Proxy)](): Higher is better; unit: PERCENT. - [TBAC (Target BAC Proxy)](): Higher is better; unit: PERCENT. - [MIA (Membership Inference Attack Score)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Specificity | Result date | Report paper | | --- | --- | --- | --- | | Retrain | 99 | Not recorded | 69f03f2455a3c32af89fa119 | | FT | 99 | Not recorded | 69f03f2455a3c32af89fa119 | | RL | 98 | Not recorded | 69f03f2455a3c32af89fa119 | | SalUn | 98 | Not recorded | 69f03f2455a3c32af89fa119 | | SalUn-CRA | 98 | Not recorded | 69f03f2455a3c32af89fa119 | ### Retrain Specificity: 99. Result ID: 69f07ae347f34ce924d6a1f6. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FT Specificity: 99. Result ID: 69f07ae347f34ce924d6a1f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RL Specificity: 98. Result ID: 69f07ae347f34ce924d6a1f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SalUn Specificity: 98. Result ID: 69f07ae347f34ce924d6a1f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SalUn-CRA Specificity: 98. Result ID: 69f07ae347f34ce924d6a1fa. [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.