# Active GIA Detection on Tiny-ImageNet Cross-Device (100 clients) Source: [Active GIA Detection on Tiny-ImageNet Cross-Device (100 clients)]() Collection index: [llms.txt]() Data updated: 2026-05-26T10:31:02.784Z Evaluation of Active GIA (General Integrity Attack) detection performance on the Tiny-ImageNet dataset distributed across 100 clients in a cross-device federated learning environment, measured using Average True Positive Rate and Average False Positive Rate. 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) | Tiny-ImageNet Cross-Device, 100 clients | | Metric | Average TPR | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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: SCALAR. - [Average FPR](): Lower is better; unit: SCALAR. ## Recorded results | Method | Average TPR | Result date | Report paper | | --- | --- | --- | --- | | lightweight client-side detection techniques | 1 | Not recorded | 6916b77c0052cac1dc65df8b | | lightweight client-side detection techniques | 1 | Not recorded | 6916b77c0052cac1dc65df8b | | lightweight client-side detection techniques | 1 | Not recorded | 6916b77c0052cac1dc65df8b | ### lightweight client-side detection techniques Average TPR: 1. Result ID: 6a157665fbc373592c0d89bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Handcrafted GIAs","Attack":"\[14\]","Global Model":"CNN \[14\]","Total Rounds":"100","Victim Batch Size":"64","Number of Runs":"10"}. This record does not assert independent reproduction. ### lightweight client-side detection techniques Average TPR: 1. Result ID: 6a157665fbc373592c0d89bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Learned GIAs","Attack":"\[6\]","Global Model":"ResNet18 \[24\]","Total Rounds":"100","Victim Batch Size":"64","Number of Runs":"10"}. This record does not assert independent reproduction. ### lightweight client-side detection techniques Average TPR: 1. Result ID: 6a157665fbc373592c0d89be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Learned GIAs","Attack":"\[15\]","Global Model":"ResNet34 \[24\]","Total Rounds":"100","Victim Batch Size":"64","Number of Runs":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.