| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| SleepEDF 78 | Proposed Method | Accuracy86.41 | 10 | 1mo ago | |
| MESA to SOF | CIDA | Accuracy79.3 | 8 | 1mo ago | |
| SHHS to SOF (target) | CIDA | Accuracy81.1 | 8 | 1mo ago | |
| MESA to SHHS (target) | PCIDA | Accuracy83.4 | 8 | 1mo ago | |
| SHHS to MESA | PCIDA | Accuracy85.3 | 8 | 1mo ago | |
| SOF to MESA | PCIDA | Accuracy80 | 8 | 1mo ago | |
| SOF to SHHS target | PCIDA | Accuracy80.1 | 8 | 1mo ago | |
| SOF Outside → (79,86] Domain Interpolation | PCIDA | Accuracy73.6 | 8 | 1mo ago | |
| MESA Outside → (58,75] Domain Interpolation | PCIDA | Accuracy84.7 | 8 | 1mo ago | |
| SHHS Outside → (52,75] Domain Interpolation | PCIDA | Accuracy83.7 | 8 | 1mo ago | |
| SOF [75,82] → (82,90] Domain Extrapolation | CIDA | Accuracy76.7 | 8 | 1mo ago | |
| MESA [54,58] → (58,95] Domain Extrapolation | CIDA | Accuracy82.7 | 8 | 1mo ago | |
| SHHS [44,52] → (52,90] Domain Extrapolation | PCIDA | Accuracy80.6 | 8 | 1mo ago |
