# Machine Unlearning on CIFAR-100 class DINO (test) Source: [Machine Unlearning on CIFAR-100 class DINO (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:58.379Z Evaluation of Machine Unlearning effectiveness on the test split of the CIFAR-100 dataset, specifically focusing on results derived from models trained using the DINO methodology, reporting utility (Ar, Af) and privacy (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 DINO (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. - [MIA Success Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Utility Ar | Result date | Report paper | | --- | --- | --- | --- | | MeGU | 76.55 | Not recorded | 6997ea6609c33900fcd76493 | | baseline | 76.39 | Not recorded | 6997ea6609c33900fcd76493 | | SSD | 76.39 | Not recorded | 6997ea6609c33900fcd76493 | | retrain | 74.79 | Not recorded | 6997ea6609c33900fcd76493 | | AMNC | 73.43 | Not recorded | 6997ea6609c33900fcd76493 | | UNSIR | 71.63 | Not recorded | 6997ea6609c33900fcd76493 | | FT | 63.54 | Not recorded | 6997ea6609c33900fcd76493 | ### MeGU Utility Ar: 76.55. Result ID: 699b05905698665ec497e4d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### baseline Utility Ar: 76.39. Result ID: 699b05905698665ec497e4d2. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### SSD Utility Ar: 76.39. Result ID: 699b05905698665ec497e4d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### retrain Utility Ar: 74.79. Result ID: 699b05905698665ec497e4d3. [Reporting paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### AMNC Utility Ar: 73.43. Result ID: 699b05905698665ec497e4d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### UNSIR Utility Ar: 71.63. Result ID: 699b05905698665ec497e4d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model":"RN18"}. This record does not assert independent reproduction. ### FT Utility Ar: 63.54. Result ID: 699b05905698665ec497e4d4. [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.