# Active GIA Detection on MNIST Cross-Silo, 10 clients Source: [Active GIA Detection on MNIST Cross-Silo, 10 clients]() Collection index: [llms.txt]() Data updated: 2026-05-26T10:31:02.672Z Evaluation of Active GIA (General Integrity Attack) detection performance within a federated learning setting using the MNIST dataset distributed across 10 clients, measured by Average TPR and Average FPR. 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 | Active GIA Detection | | Dataset (including any stated split) | MNIST Cross-Silo, 10 clients | | Metric | Average TPR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 1 of 1 | | 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 - [Average TPR](): Higher is better; unit: PERCENT. - [Average FPR](): Lower is better; unit: PERCENT. ## Recorded results | Method | Average TPR | Result date | Report paper | | --- | --- | --- | --- | | lightweight client-side detection techniques | 100 | Not recorded | 6916b77c0052cac1dc65df8b | ### lightweight client-side detection techniques Average TPR: 100. Result ID: 6a157665fbc373592c0d89b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Handcrafted GIAs","Attack":"\[13\]","Global Model":"LeNet5 \[25\]","Total Rounds":"200","Victim Batch Size":"100","Number of Runs":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.