# Membership Inference Attack on TinyImageNet (MIA Score, Performance Gap) Source: [Membership Inference Attack on TinyImageNet (MIA Score, Performance Gap)]() Collection index: [llms.txt]() Data updated: 2026-04-13T09:47:26.733Z Evaluation of a model's susceptibility to Membership Inference Attacks on the TinyImageNet dataset, specifically reporting the MIA Score and Performance Gap 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 | Membership Inference Attack | | Dataset (including any stated split) | TinyImageNet | | Metric | MIA Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [MIA Score](): Higher is better; unit: PERCENT. - [Performance Gap](): Lower is better; unit: PERCENT. ## Recorded results | Method | MIA Score | Result date | Report paper | | --- | --- | --- | --- | | SALUN | 87.7 | Not recorded | 69dc789f7d0172140ec78bd0 | | RL | 87.5 | Not recorded | 69dc789f7d0172140ec78bd0 | | Retraining | 87.4 | Not recorded | 69dc789f7d0172140ec78bd0 | | SCRUB | 87.4 | Not recorded | 69dc789f7d0172140ec78bd0 | | IEU w/GA | 87.3 | Not recorded | 69dc789f7d0172140ec78bd0 | | FT | 87 | Not recorded | 69dc789f7d0172140ec78bd0 | | IEU w/Noisy | 86.9 | Not recorded | 69dc789f7d0172140ec78bd0 | | IEU w/GA+Noisy | 86.9 | Not recorded | 69dc789f7d0172140ec78bd0 | | SALUN | 84.2 | Not recorded | 69dc789f7d0172140ec78bd0 | | RL | 83.3 | Not recorded | 69dc789f7d0172140ec78bd0 | | Retraining | 83.1 | Not recorded | 69dc789f7d0172140ec78bd0 | | SCRUB | 83.1 | Not recorded | 69dc789f7d0172140ec78bd0 | | FT | 83 | Not recorded | 69dc789f7d0172140ec78bd0 | | IEU w/GA | 83 | Not recorded | 69dc789f7d0172140ec78bd0 | | IEU w/Noisy | 82.9 | Not recorded | 69dc789f7d0172140ec78bd0 | | IEU w/GA+Noisy | 82.8 | Not recorded | 69dc789f7d0172140ec78bd0 | ### SALUN MIA Score: 87.7. Result ID: 69dcbb9847f34ce924c41162. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### RL MIA Score: 87.5. Result ID: 69dcbb9847f34ce924c41160. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### Retraining MIA Score: 87.4. Result ID: 69dcbb9847f34ce924c4115e. [Reporting paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### SCRUB MIA Score: 87.4. Result ID: 69dcbb9847f34ce924c41161. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### IEU w/GA MIA Score: 87.3. Result ID: 69dcbb9847f34ce924c41163. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### FT MIA Score: 87. Result ID: 69dcbb9847f34ce924c4115f. [Reporting paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### IEU w/Noisy MIA Score: 86.9. Result ID: 69dcbb9847f34ce924c41164. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### IEU w/GA+Noisy MIA Score: 86.9. Result ID: 69dcbb9847f34ce924c41165. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"30%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### SALUN MIA Score: 84.2. Result ID: 69dcbb9847f34ce924c4116a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### RL MIA Score: 83.3. Result ID: 69dcbb9847f34ce924c41168. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### Retraining MIA Score: 83.1. Result ID: 69dcbb9847f34ce924c41166. [Reporting paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### SCRUB MIA Score: 83.1. Result ID: 69dcbb9847f34ce924c41169. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### FT MIA Score: 83. Result ID: 69dcbb9847f34ce924c41167. [Reporting paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### IEU w/GA MIA Score: 83. Result ID: 69dcbb9847f34ce924c4116b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### IEU w/Noisy MIA Score: 82.9. Result ID: 69dcbb9847f34ce924c4116c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction. ### IEU w/GA+Noisy MIA Score: 82.8. Result ID: 69dcbb9847f34ce924c4116d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Unlearning Scenario":"Random Data Forgetting","Forgetting Ratio":"50%","Backbone":"ResNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.