# Single-class Unlearning on Tiny ImageNet Source: [Single-class Unlearning on Tiny ImageNet]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:16:33.658Z Evaluation of Single-class Unlearning performance on the Tiny ImageNet dataset, measured using accuracy retention/forgetting metrics (Acc\_f, Acc\_r, Acc\_ft, Acc\_rt) 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 | Single-class Unlearning | | Dataset (including any stated split) | Tiny ImageNet | | Metric | Accuracy Forgotten | | 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 - [Accuracy Forgotten](): Higher is better; unit: PERCENT. - [Accuracy Retained](): Higher is better; unit: PERCENT. - [Accuracy Fine-Tuned](): Higher is better; unit: PERCENT. - [Accuracy Retained Test](): Higher is better; unit: PERCENT. - [Harmonic Mean](): Higher is better; unit: PERCENT. - [Membership Inference Attack Success Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy Forgotten | Result date | Report paper | | --- | --- | --- | --- | | Original Model | 100 | Not recorded | 68fa77ae1e209131cea74ad5 | | Influence Unlearn | 12.2 | Not recorded | 68fa77ae1e209131cea74ad5 | | Boundary Expand | 8.6 | Not recorded | 68fa77ae1e209131cea74ad5 | | Negative Gradient | 7.8 | Not recorded | 68fa77ae1e209131cea74ad5 | | Saliency Unlearn | 6.6 | Not recorded | 68fa77ae1e209131cea74ad5 | | Bad Teacher | 5.8 | Not recorded | 68fa77ae1e209131cea74ad5 | | Boundary Shrink | 5.2 | Not recorded | 68fa77ae1e209131cea74ad5 | | Random Label | 3.2 | Not recorded | 68fa77ae1e209131cea74ad5 | | Learn to Unlearn | 1 | Not recorded | 68fa77ae1e209131cea74ad5 | | Ours | 0.4 | Not recorded | 68fa77ae1e209131cea74ad5 | | Retrain Model | 0 | Not recorded | 68fa77ae1e209131cea74ad5 | ### Original Model Accuracy Forgotten: 100. Result ID: 69a16ee735dfcabb00e701e0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Influence Unlearn Accuracy Forgotten: 12.2. Result ID: 69a16ee735dfcabb00e701e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Boundary Expand Accuracy Forgotten: 8.6. Result ID: 69a16ee735dfcabb00e701e5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Negative Gradient Accuracy Forgotten: 7.8. Result ID: 69a16ee735dfcabb00e701e3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Saliency Unlearn Accuracy Forgotten: 6.6. Result ID: 69a16ee735dfcabb00e701e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bad Teacher Accuracy Forgotten: 5.8. Result ID: 69a16ee735dfcabb00e701e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Boundary Shrink Accuracy Forgotten: 5.2. Result ID: 69a16ee735dfcabb00e701e4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Label Accuracy Forgotten: 3.2. Result ID: 69a16ee735dfcabb00e701e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Learn to Unlearn Accuracy Forgotten: 1. Result ID: 69a16ee735dfcabb00e701e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ours Accuracy Forgotten: 0.4. Result ID: 69a16ee735dfcabb00e701ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Retrain Model Accuracy Forgotten: 0. Result ID: 69a16ee735dfcabb00e701e1. [Reporting 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.