# Device ID Classification on IQ wireless signal dataset (test) Source: [Device ID Classification on IQ wireless signal dataset (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:59.551Z Evaluation of Device ID Classification performance on the test split of the IQ wireless signal dataset, measured by Accuracy (%). 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 | Device ID Classification | | Dataset (including any stated split) | IQ wireless signal dataset (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Complex Transformer | 59.94 | Not recorded | 68fa6a791e209131cea28601 | | Concatenated Transformer | 57.57 | Not recorded | 68fa6a791e209131cea28601 | | Gated Recurrent Unit | 50.38 | Not recorded | 68fa6a791e209131cea28601 | | Feed-forward neural network | 47.12 | Not recorded | 68fa6a791e209131cea28601 | ### Complex Transformer Accuracy: 59.94. Result ID: 698e392affc3901de09bc859. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Concatenated Transformer Accuracy: 57.57. Result ID: 698e392affc3901de09bc858. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gated Recurrent Unit Accuracy: 50.38. Result ID: 698e392affc3901de09bc857. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Feed-forward neural network Accuracy: 47.12. Result ID: 698e392affc3901de09bc856. [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.