Sepsis Prediction on MIMIC-IV and eICU v2.2 (5-fold CV)
95.6AUCOur Full Method
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Our Full MethodPrivacy Guarantee=(ε, δ)-DP2026.03 | 95.6 | 93.2 | 92.7 | 94.1 | 91.4 | |
| Temporal FLPrivacy Guarantee=(ε, δ)-DP2026.03 | 90.1 | 87.4 | 86.8 | 88.2 | 85.4 | |
| Knowledge-Enhanced FLPrivacy Guarantee=(ε, δ)-DP2026.03 | 88.2 | 85.1 | 84.3 | 85.7 | 82.9 | |
| Standard FLPrivacy Guarantee=(ε, δ)-DP2026.03 | 84.8 | 82.3 | 81.6 | 83.1 | 80.2 | |
| Centralized LSTMPrivacy Guarantee=None2026.03 | 78.1 | 76.2 | 75.4 | 76.8 | 74.1 |