# Network Traffic Analysis on CICIoT2023 Time-shift Source: [Network Traffic Analysis on CICIoT2023 Time-shift]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:18.578Z Evaluation of model performance for Network Traffic Analysis using the CICIoT2023 Time-shift dataset, reporting Accuracy (ACC), Macro Precision (M-PR), Macro Recall (M-RC), and Macro F1-Score (M-F1). 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 | Network Traffic Analysis | | Dataset (including any stated split) | CICIoT2023 Time-shift | | Metric | Accuracy | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Macro Precision](): Higher is better; unit: PERCENT. - [Macro Recall](): Higher is better; unit: PERCENT. - [Macro F1-Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FlowPrint | 66.02 | Not recorded | 695b455a53fdd5c361742e4b | | Traffic-MoE | 50.31 | Not recorded | 695b455a53fdd5c361742e4b | | TrafficFormer | 39.93 | Not recorded | 695b455a53fdd5c361742e4b | | NetGPT | 38.54 | Not recorded | 695b455a53fdd5c361742e4b | | ET-BERT | 29.87 | Not recorded | 695b455a53fdd5c361742e4b | | AppScanner | 22.17 | Not recorded | 695b455a53fdd5c361742e4b | | FS-Net | 20.45 | Not recorded | 695b455a53fdd5c361742e4b | ### FlowPrint Accuracy: 66.02. Result ID: 6996f7bb5698665ec4447b17. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Traffic-MoE Accuracy: 50.31. Result ID: 6996f7bb5698665ec4447b1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrafficFormer Accuracy: 39.93. Result ID: 6996f7bb5698665ec4447b1b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NetGPT Accuracy: 38.54. Result ID: 6996f7bb5698665ec4447b1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ET-BERT Accuracy: 29.87. Result ID: 6996f7bb5698665ec4447b19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AppScanner Accuracy: 22.17. Result ID: 6996f7bb5698665ec4447b16. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FS-Net Accuracy: 20.45. Result ID: 6996f7bb5698665ec4447b18. [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.