# Website Fingerprinting Attack on Undefended Closed World

Source: [Website Fingerprinting Attack on Undefended Closed World](<https://www.sota2.com/research/sota/website-fingerprinting-attack-on-undefended-closed-world>)

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

Data updated: 2026-02-26T05:27:44.076Z

Evaluation of model performance on detecting Website Fingerprinting Attacks using the Undefended Closed World 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 | Website Fingerprinting Attack |
| Dataset (including any stated split) | Undefended Closed World |
| 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](<https://www.sota2.com/research/sota/website-fingerprinting-attack-on-undefended-closed-world.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Direction | 98.4 | Not recorded | 68fa68811e209131cea1c892 |
| Tik-Tok | 98.4 | Not recorded | 68fa68811e209131cea1c892 |
| Tik-Tok | 96.5 | Not recorded | 68fa68811e209131cea1c892 |
| Tik-Tok | 84.3 | Not recorded | 68fa68811e209131cea1c892 |

### Direction

Accuracy: 98.4. Result ID: 698d738a8b517eb433219c42.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68811e209131cea1c892.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c11e209131cea06594.md>)

Recorded evaluation configuration: {"Input Representation":"Packet Direction Only"}. This record does not assert independent reproduction.

### Tik-Tok

Accuracy: 98.4. Result ID: 698d738a8b517eb433219c45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68811e209131cea1c892.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68811e209131cea1c892.md>)

[Implementation](<https://github.com/msrocean/Tik_Tok/>)

Recorded evaluation configuration: {"Input Representation":"Directional Time (§ 6.7)"}. This record does not assert independent reproduction.

### Tik-Tok

Accuracy: 96.5. Result ID: 698d738a8b517eb433219c44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68811e209131cea1c892.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68811e209131cea1c892.md>)

[Implementation](<https://github.com/msrocean/Tik_Tok/>)

Recorded evaluation configuration: {"Input Representation":"Raw Timing (§ 6.6)"}. This record does not assert independent reproduction.

### Tik-Tok

Accuracy: 84.3. Result ID: 698d738a8b517eb433219c43.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68811e209131cea1c892.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68811e209131cea1c892.md>)

[Implementation](<https://github.com/msrocean/Tik_Tok/>)

Recorded evaluation configuration: {"Input Representation":"Timing Features (§ 6.3)"}. This record does not assert independent reproduction.

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