# Sleep Stage Prediction on SOF \[75,82\] → (82,90\] Domain Extrapolation

Source: [Sleep Stage Prediction on SOF \[75,82\] → (82,90\] Domain Extrapolation](<https://www.sota2.com/research/sota/sleep-stage-prediction-on-sof-75-82-82-90-domain-extrapolation>)

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

Data updated: 2026-02-26T05:27:42.274Z

Evaluation of Sleep Stage Prediction performance on the SOF dataset, specifically testing domain extrapolation capabilities between defined ranges \[75,82\] and (82,90\].

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 | Sleep stage prediction |
| Dataset (including any stated split) | SOF \[75,82\] → (82,90\] Domain Extrapolation |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/sleep-stage-prediction-on-sof-75-82-82-90-domain-extrapolation.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CIDA | 76.7 | Not recorded | 68fa68471e209131cea1b07f |
| PCIDA | 76.7 | Not recorded | 68fa68471e209131cea1b07f |
| ADDA | 74.8 | Not recorded | 68fa68471e209131cea1b07f |
| Source-Only | 74.7 | Not recorded | 68fa68471e209131cea1b07f |
| MDD | 74.6 | Not recorded | 68fa68471e209131cea1b07f |
| CUA | 74.5 | Not recorded | 68fa68471e209131cea1b07f |
| CDANN | 74.4 | Not recorded | 68fa68471e209131cea1b07f |
| DANN | 74.2 | Not recorded | 68fa68471e209131cea1b07f |

### CIDA

Accuracy: 76.7. Result ID: 698d66758b517eb433213663.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Implementation](<https://github.com/hehaodele/CIDA>)

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

### PCIDA

Accuracy: 76.7. Result ID: 698d66758b517eb433213664.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Implementation](<https://github.com/hehaodele/CIDA>)

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

### ADDA

Accuracy: 74.8. Result ID: 698d66758b517eb43321365e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d21e209131cea129e2.md>)

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

### Source-Only

Accuracy: 74.7. Result ID: 698d66758b517eb43321365d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

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

### MDD

Accuracy: 74.6. Result ID: 698d66758b517eb433213661.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa660f1e209131cea0df3d.md>)

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

### CUA

Accuracy: 74.5. Result ID: 698d66758b517eb433213662.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

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

### CDANN

Accuracy: 74.4. Result ID: 698d66758b517eb433213660.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

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

### DANN

Accuracy: 74.2. Result ID: 698d66758b517eb43321365f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa68471e209131cea1b07f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627d1e209131ce9f988d.md>)

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

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