ICU Prediction on SIICU
42.8AUPRC (Sample)MATA-Former
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MATA-Former2026.04 | 42.8 | 42.7 | 93.2 | 0.005 | 49.6 | 45.6 | |
| Transformer2026.04 | 37.2 | 36.4 | 92.9 | 0.006 | 43.2 | 37.8 | |
| TALE-EHR2026.04 | 35.3 | 29.5 | 96 | 0.006 | 37.5 | 33.3 | |
| HiTANet2026.04 | 33.6 | 27.4 | 95.6 | 0.006 | 40.1 | 36.5 | |
| EHRMamba2026.04 | 30 | 22.3 | 91.2 | 0.007 | 39.1 | 36.7 | |
| Doctor AI2026.04 | 20.5 | 18.7 | 96 | 0.064 | 33.1 | 28.6 | |
| LSTM2026.04 | 18.9 | 15.3 | 93.6 | 0.062 | 28.8 | 26.4 |