# Machine Unlearning on CIFAR-100 class baby (test) Source: [Machine Unlearning on CIFAR-100 class baby (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:58.342Z Evaluation of Machine Unlearning effectiveness on the specific 'class baby' subset of the CIFAR-100 test set, reporting utility (Ar, Af) and privacy leakage (MIA) 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) | CIFAR-100 class baby (test) | | Metric | Utility (Ar) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 (Ar)](): Higher is better; unit: PERCENT. - [Utility (Af)](): Higher is better; unit: PERCENT. - [Privacy Leakage (MIA)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Utility (Ar) | Result date | Report paper | | --- | --- | --- | --- | | MeGU | 76.7 | Not recorded | 6997ea6609c33900fcd76493 | | SSD | 76.64 | Not recorded | 6997ea6609c33900fcd76493 | | baseline | 76.54 | Not recorded | 6997ea6609c33900fcd76493 | | retrain | 75.71 | Not recorded | 6997ea6609c33900fcd76493 | | AMNC | 73.53 | Not recorded | 6997ea6609c33900fcd76493 | | UNSIR | 71.86 | Not recorded | 6997ea6609c33900fcd76493 | | FT | 64.64 | Not recorded | 6997ea6609c33900fcd76493 | ### MeGU Utility (Ar): 76.7. Result ID: 699b058f5698665ec497e4c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### SSD Utility (Ar): 76.64. Result ID: 699b058f5698665ec497e4c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### baseline Utility (Ar): 76.54. Result ID: 699b058f5698665ec497e4bd. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### retrain Utility (Ar): 75.71. Result ID: 699b058f5698665ec497e4be. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### AMNC Utility (Ar): 73.53. Result ID: 699b058f5698665ec497e4c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### UNSIR Utility (Ar): 71.86. Result ID: 699b058f5698665ec497e4c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### FT Utility (Ar): 64.64. Result ID: 699b058f5698665ec497e4bf. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.