| Paper | Code | Accuracy | Macro-F1 | Cohen's kappa | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring | ✓ Link | 86.4% | 0.802 | 0.812 | CatBoost | 2022-07-15 |
| Do Not Sleep on Traditional Machine Learning: Simple and Interpretable Techniques Are Competitive to Deep Learning for Sleep Scoring | ✓ Link | 85.7% | 0.809 | 0.806 | Linear model | 2022-07-15 |
| Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning | ✓ Link | 82.2% | Scratch SeqSleepNet+ (EEG+EOG) | 2019-07-30 |