Length of Stay on MIMIC-IV ICU
0.776AUROCAID-MAE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AID-MAErandom masking=25%2026.02 | 0.776 | 0.631 | |
| DuETT2026.02 | 0.772 | 0.628 | |
| XGBoost2026.02 | 0.769 | 0.622 | |
| Supervised Transformer2026.02 | 0.723 | 0.567 | |
| Logistic Regression2026.02 | 0.688 | 0.531 | |
| OC-Distillretraining=none2026.04 | 0.672 | 0.158 | |
| Cross-Modal Contrastive2026.04 | 0.67 | 0.162 | |
| Transformer2026.04 | 0.668 | 0.158 | |
| CKLE2026.04 | 0.668 | 0.157 | |
| Synthetic Notes Augmentation2026.04 | 0.665 | 0.154 |