# Membership Inference Attack on CIFAR10 (TPR @ 0.05 FPR) Source: [Membership Inference Attack on CIFAR10 (TPR @ 0.05 FPR)]() Collection index: [llms.txt]() Data updated: 2026-05-27T10:21:12.070Z Evaluation of a model's susceptibility to Membership Inference Attacks on the CIFAR-10 dataset, specifically reporting True Positive Rates (TPR) measured at a False Positive Rate (FPR) of 0.05. 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 auditing | | Dataset (including any stated split) | CIFAR10 | | Metric | Mean TPR @ 0.05 FPR | | 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 - [Mean TPR @ 0.05 FPR](): Higher is better; unit: PERCENT. - [Std Dev TPR @ 0.05 FPR](): Lower is better; unit: PERCENT. - [Median TPR @ 0.05 FPR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean TPR @ 0.05 FPR | Result date | Report paper | | --- | --- | --- | --- | | IBIS reg. | 25 | Not recorded | 6a167ad8dbd7150506f802ec | | Boglioni et al. | 21 | Not recorded | 6a167ad8dbd7150506f802ec | | Random + Flip | 18 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS reg. | 14 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS no reg. | 13 | Not recorded | 6a167ad8dbd7150506f802ec | | IBIS no reg. | 9 | Not recorded | 6a167ad8dbd7150506f802ec | | Random | 5 | Not recorded | 6a167ad8dbd7150506f802ec | ### IBIS reg. Mean TPR @ 0.05 FPR: 25. Result ID: 6a16c4aafbc373592c108737. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Craft. arch.":"CNN"}. This record does not assert independent reproduction. ### Boglioni et al. Mean TPR @ 0.05 FPR: 21. Result ID: 6a16c4aafbc373592c108738. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Craft. arch.":"ResNet9"}. This record does not assert independent reproduction. ### Random + Flip Mean TPR @ 0.05 FPR: 18. Result ID: 6a16c4aafbc373592c10873a. [Reporting paper]() Recorded evaluation configuration: {"Craft. arch.":"ResNet9"}. This record does not assert independent reproduction. ### IBIS reg. Mean TPR @ 0.05 FPR: 14. Result ID: 6a16c4aafbc373592c108736. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Craft. arch.":"ResNet9"}. This record does not assert independent reproduction. ### IBIS no reg. Mean TPR @ 0.05 FPR: 13. Result ID: 6a16c4aafbc373592c108735. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Craft. arch.":"CNN"}. This record does not assert independent reproduction. ### IBIS no reg. Mean TPR @ 0.05 FPR: 9. Result ID: 6a16c4aafbc373592c108734. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Craft. arch.":"ResNet9"}. This record does not assert independent reproduction. ### Random Mean TPR @ 0.05 FPR: 5. Result ID: 6a16c4aafbc373592c108739. [Reporting paper]() Recorded evaluation configuration: {"Craft. arch.":"ResNet9"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.