Heart Failure Prediction on eICU spatial domain shift 2014-2015 (test)
92.54AUROCOracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleProtocol=Upper Bound2026.02 | 92.54 | 80.17 | |
| ExtraCareProtocol=Proposed Method2026.02 | 91.88 | 79.64 | |
| Ours (w/o M, z_perp)Protocol=Ablation Study2026.02 | 90.69 | 79.08 | |
| BUAProtocol=Domain Adaptation2026.02 | 89.77 | 79.83 | |
| Ours (w/o W, z & L3)Protocol=Ablation Study2026.02 | 89.64 | 78.46 | |
| Ours (w/o L3)Protocol=Ablation Study2026.02 | 88.92 | 77.93 | |
| RCGProtocol=Domain Adaptation2026.02 | 88.26 | 77.51 | |
| CSTProtocol=Self-Training2026.02 | 87.34 | 74.81 | |
| Ours (w/o L2 & L3)Protocol=Ablation Study2026.02 | 87.18 | 76.74 | |
| DALProtocol=Domain Adaptation2026.02 | 87.02 | 73.92 | |
| RMMDProtocol=Domain Adaptation2026.02 | 86.51 | 76.13 | |
| SSRTProtocol=Self-Training2026.02 | 86.22 | 75.83 | |
| RSDAProtocol=Domain Adaptation2026.02 | 85.91 | 74.64 | |
| DANNProtocol=Domain Adaptation2026.02 | 85.43 | 74.29 | |
| BaseProtocol=Lower Bound2026.02 | 84.52 | 72.76 |