Sepsis prediction on Real-world ICU datasets
94Clinical EfficacyOur Full Method
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Our Full MethodLearning Paradigm=Federated, Components=Knowledge Graph + Temporal Transformer + Meta-learning2026.03 | 94 | 94 | 83 | 92 | 91 | |
| Temporal FLLearning Paradigm=Federated, Components=Temporal Transformer2026.03 | 86 | 90 | 78 | 87 | 85 | |
| Knowledge-Enhanced FLLearning Paradigm=Federated, Components=Knowledge Graph2026.03 | 83 | 88 | 80 | 84 | 84 | |
| Standard FLLearning Paradigm=Federated2026.03 | 79 | 85 | 82 | 81 | 82 | |
| Centralized LSTMLearning Paradigm=Centralized2026.03 | 72 | 0 | 95 | 65 | 58 |