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Sepsis prediction on Real-world ICU datasets
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94
Clinical Efficacy
Our Full Method
71.12
77.06
83
88.94
Mar 6, 2026
Clinical Efficacy
Privacy Protection Score
Communication Efficiency
Scalability Score
Overall Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Clinical Efficacy
Privacy Protection Score
Communication Efficiency
Scalability Score
Overall Score
Our Full Method
Learning Paradigm=Fede...
2026.03
94
94
83
92
91
Temporal FL
Learning Paradigm=Fede...
2026.03
86
90
78
87
85
Knowledge-Enhanced FL
Learning Paradigm=Fede...
2026.03
83
88
80
84
84
Standard FL
Learning Paradigm=Fede...
2026.03
79
85
82
81
82
Centralized LSTM
Learning Paradigm=Cent...
2026.03
72
0
95
65
58
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