Diagnosis Prediction on eICU spatial domain shift, Midwest as target (test)
69.72Weighted F1Oracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleProtocol=Upper Bound2026.02 | 69.72 | 84.66 | |
| ExtraCareProtocol=Proposed Method2026.02 | 68.61 | 82.19 | |
| Ours (w/o M, z_perp)Protocol=Ablation Study2026.02 | 67.58 | 81.47 | |
| Ours (w/o W, z & L3)Protocol=Ablation Study2026.02 | 66.73 | 80.96 | |
| Ours (w/o L3)Protocol=Ablation Study2026.02 | 66.14 | 80.54 | |
| Ours (w/o L2 & L3)Protocol=Ablation Study2026.02 | 64.87 | 79.63 | |
| RMMDProtocol=Domain Adaptation2026.02 | 64.34 | 79.07 | |
| BUAProtocol=Domain Adaptation2026.02 | 63.57 | 78.63 | |
| RSDAProtocol=Domain Adaptation2026.02 | 62.96 | 78.25 | |
| DANNProtocol=Domain Adaptation2026.02 | 62.14 | 77.32 | |
| SSRTProtocol=Self-Training2026.02 | 62.04 | 77.96 | |
| DALProtocol=Domain Adaptation2026.02 | 61.58 | 76.74 | |
| BaseProtocol=Lower Bound2026.02 | 61.09 | 76.54 | |
| Oracle2025.06 | 0.6318 | 0.7905 | |
| UdonCare2025.06 | 0.6183 | 0.7702 | |
| ManyDG2025.06 | 0.6061 | 0.7694 | |
| IRM2025.06 | 0.5922 | 0.7646 | |
| DANN2025.06 | 0.5841 | 0.7566 | |
| MLDG2025.06 | 0.5813 | 0.7531 | |
| CondAdv2025.06 | 0.5704 | 0.7392 | |
| Base2025.06 | 0.5389 | 0.714 |