# Network Traffic Analysis on CICIoT Compose-shift 2023

Source: [Network Traffic Analysis on CICIoT Compose-shift 2023](<https://www.sota2.com/research/sota/network-traffic-analysis-on-ciciot-compose-shift-2023>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:31:18.608Z

Evaluation of model performance for Network Traffic Analysis using the CICIoT Compose-shift 2023 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) | CICIoT Compose-shift 2023 |
| 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](<https://www.sota2.com/research/sota/network-traffic-analysis-on-ciciot-compose-shift-2023.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Macro Precision](<https://www.sota2.com/research/sota/network-traffic-analysis-on-ciciot-compose-shift-2023.md?metric=Macro%20Precision>): Higher is better; unit: PERCENT.

- [Macro Recall](<https://www.sota2.com/research/sota/network-traffic-analysis-on-ciciot-compose-shift-2023.md?metric=Macro%20Recall>): Higher is better; unit: PERCENT.

- [Macro F1-Score](<https://www.sota2.com/research/sota/network-traffic-analysis-on-ciciot-compose-shift-2023.md?metric=Macro%20F1-Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Traffic-MoE | 63.31 | Not recorded | 695b455a53fdd5c361742e4b |
| FlowPrint | 59.07 | Not recorded | 695b455a53fdd5c361742e4b |
| AppScanner | 58.31 | Not recorded | 695b455a53fdd5c361742e4b |
| FS-Net | 57.5 | Not recorded | 695b455a53fdd5c361742e4b |
| ET-BERT | 56.37 | Not recorded | 695b455a53fdd5c361742e4b |
| TrafficFormer | 55.97 | Not recorded | 695b455a53fdd5c361742e4b |
| NetGPT | 55.08 | Not recorded | 695b455a53fdd5c361742e4b |

### Traffic-MoE

Accuracy: 63.31. Result ID: 6996f7bb5698665ec4447b2a.

[Reporting paper](<https://www.sota2.com/research/paper/695b455a53fdd5c361742e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/695b455a53fdd5c361742e4b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FlowPrint

Accuracy: 59.07. Result ID: 6996f7bb5698665ec4447b25.

[Reporting paper](<https://www.sota2.com/research/paper/695b455a53fdd5c361742e4b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AppScanner

Accuracy: 58.31. Result ID: 6996f7bb5698665ec4447b24.

[Reporting paper](<https://www.sota2.com/research/paper/695b455a53fdd5c361742e4b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FS-Net

Accuracy: 57.5. Result ID: 6996f7bb5698665ec4447b26.

[Reporting paper](<https://www.sota2.com/research/paper/695b455a53fdd5c361742e4b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ET-BERT

Accuracy: 56.37. Result ID: 6996f7bb5698665ec4447b27.

[Reporting paper](<https://www.sota2.com/research/paper/695b455a53fdd5c361742e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd41e209131cea30638.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TrafficFormer

Accuracy: 55.97. Result ID: 6996f7bb5698665ec4447b29.

[Reporting paper](<https://www.sota2.com/research/paper/695b455a53fdd5c361742e4b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NetGPT

Accuracy: 55.08. Result ID: 6996f7bb5698665ec4447b28.

[Reporting paper](<https://www.sota2.com/research/paper/695b455a53fdd5c361742e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af91e209131cea86123.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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