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Benchmark comparison with recent federated healthcare models.
| Model | Dataset | AUC-ROC | Privacy leakage (%) | Communication overhead | Notes |
|---|---|---|---|---|---|
| LEAF-FL17 | MIMIC-III | 0.88 | 15.8 | Medium | DP + Secure Aggregation |
| FedMed-DP7 | eICU | 0.90 | 12.3 | High | DP-Only |
| FedLoc-Healthcare13 | ICU Waveform | 0.86 | 18.1 | Medium | FL Without HE |
| Health-FedNet (Proposed) 2025 | MIMIC-III | 0.94 | 5.0 | Low | DP + HE + Adaptive Weighting |
Significant values are in bold.
