In-hospital mortality prediction on MIMIC-IV MedMod protocol (test)
72.25AUROCCISM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CISMFamily=Ours2026.07 | 72.25 | 33.08 | 38.08 | |
| mTANDFamily=Missingness-aware2026.07 | 71.56 | 32.01 | 35.87 | |
| SeFTFamily=Missingness-aware2026.07 | 70.26 | 28.56 | 37.54 | |
| GRU-DFamily=Missingness-aware2026.07 | 70.12 | 32.23 | 36.46 | |
| PatchTSTFamily=Time Series2026.07 | 70.01 | 26.91 | 34.9 | |
| ASTFamily=Time-Frequency2026.07 | 69.17 | 27.29 | 32.16 | |
| InformerFamily=Time Series2026.07 | 67.78 | 25.69 | 31.92 | |
| Swin-TinyFamily=Vision2026.07 | 66.98 | 26.45 | 28.53 | |
| PyraformerFamily=Time Series2026.07 | 66.69 | 25.22 | 31.71 | |
| ConvNeXt-TinyFamily=Vision2026.07 | 65.68 | 26.2 | 32.55 | |
| EfficientNet-B0Family=Vision2026.07 | 64.83 | 24.75 | 19.61 | |
| FEDformerFamily=Time Series2026.07 | 63.66 | 21.84 | 24.75 | |
| ViT-SmallFamily=Vision2026.07 | 63.26 | 23.93 | 26.37 | |
| TimesNetFamily=Time Series2026.07 | 63.03 | 22.49 | 26.11 | |
| ResNet-50Family=Vision2026.07 | 61.8 | 21.14 | 20.91 | |
| MultiWaveFamily=Time-Frequency2026.07 | 61.72 | 24.74 | 25.45 | |
| SpecAR-NetFamily=Time-Frequency2026.07 | 55.99 | 17.32 | 25.25 |