One-year Mortality Prediction on MIMIC-IV
0.915AUC-ROCLongMoE
Evaluation results
| Method | Links | |
|---|---|---|
| LongMoEModalities=N,L,C,D2026.06 | 0.915 | |
| LongMoEModalities=N,L,C2026.06 | 0.9119 | |
| LongMoEModalities=L,C,D2026.06 | 0.9115 | |
| Lee-MMGRUModalities=N,L,C2026.06 | 0.9107 | |
| LongMoEModalities=N,C,D2026.06 | 0.9102 | |
| Lee-MMGRUModalities=L,C,D2026.06 | 0.9092 | |
| LongMoEModalities=L,C2026.06 | 0.9077 | |
| Lee-MMGRUModalities=N,C,D2026.06 | 0.9068 | |
| LongMoEModalities=N,C2026.06 | 0.9062 | |
| Lee-MMGRUModalities=L,C2026.06 | 0.9044 | |
| Lee-MMGRUModalities=N,L,C,D2026.06 | 0.9043 | |
| LongMoEModalities=C,D2026.06 | 0.9041 | |
| MulTModalities=N,L,C,D2026.06 | 0.9023 | |
| Lee-MMGRUModalities=N,C2026.06 | 0.902 | |
| LongMoEModalities=N,L,D2026.06 | 0.9014 | |
| FuseMoEModalities=N,L,C,D2026.06 | 0.8998 | |
| Flex-MoEModalities=N,L,C,D2026.06 | 0.8993 | |
| LongMoEModalities=C2026.06 | 0.8987 | |
| MulTModalities=N,L,C2026.06 | 0.8984 | |
| Lee-MMGRUModalities=C,D2026.06 | 0.8965 | |
| FuseMoEModalities=N,L,C2026.06 | 0.896 | |
| LongMoEModalities=N,L2026.06 | 0.894 | |
| Flex-MoEModalities=N,L,C2026.06 | 0.8929 | |
| LongMoEModalities=N,D2026.06 | 0.8908 | |
| LongMoEModalities=L,D2026.06 | 0.89 | |
| Lee-MMGRUModalities=C2026.06 | 0.8893 | |
| MulTModalities=L,C,D2026.06 | 0.8874 | |
| MulTModalities=N,C,D2026.06 | 0.885 | |
| Lee-MMGRUModalities=N,L,D2026.06 | 0.8819 | |
| MulTModalities=L,C2026.06 | 0.8813 | |
| LongMoEModalities=N2026.06 | 0.8807 | |
| MulTModalities=N,C2026.06 | 0.8789 | |
| LongMoEModalities=L2026.06 | 0.8788 | |
| FuseMoEModalities=L,C,D2026.06 | 0.8782 | |
| MulTModalities=N,L,D2026.06 | 0.8778 | |
| FuseMoEModalities=L,C2026.06 | 0.876 | |
| Flex-MoEModalities=L,C,D2026.06 | 0.8753 | |
| Flex-MoEModalities=L,C2026.06 | 0.8748 | |
| Flex-MoEModalities=N,L,D2026.06 | 0.8734 | |
| FuseMoEModalities=N,C,D2026.06 | 0.8729 | |
| LongMoEModalities=D2026.06 | 0.872 | |
| FuseMoEModalities=N,L,D2026.06 | 0.8711 | |
| MulTModalities=N,L2026.06 | 0.869 | |
| FuseMoEModalities=N,L2026.06 | 0.868 | |
| Lee-MMGRUModalities=N,L2026.06 | 0.8656 | |
| Flex-MoEModalities=N,L2026.06 | 0.8651 | |
| FuseMoEModalities=N,C2026.06 | 0.8644 | |
| Flex-MoEModalities=N,C,D2026.06 | 0.8618 | |
| Flex-MoEModalities=N,C2026.06 | 0.8611 | |
| Lee-MMGRUModalities=L,D2026.06 | 0.8564 | |
| MulTModalities=C,D2026.06 | 0.8556 | |
| MulTModalities=C2026.06 | 0.8455 | |
| Lee-MMGRUModalities=N,D2026.06 | 0.8407 | |
| MulTModalities=L,D2026.06 | 0.8335 | |
| FuseMoEModalities=L,D2026.06 | 0.8273 | |
| FuseMoEModalities=C,D2026.06 | 0.8267 | |
| Flex-MoEModalities=L,D2026.06 | 0.825 | |
| FuseMoEModalities=L2026.06 | 0.8245 | |
| Lee-MMGRUModalities=L2026.06 | 0.8243 | |
| Flex-MoEModalities=C2026.06 | 0.8206 | |
| FuseMoEModalities=C2026.06 | 0.8166 | |
| Flex-MoEModalities=L2026.06 | 0.8164 | |
| MulTModalities=L2026.06 | 0.815 | |
| Flex-MoEModalities=C,D2026.06 | 0.8078 | |
| TFModalities=N,L,C,D2026.06 | 0.7981 | |
| Lee-MMGRUModalities=N2026.06 | 0.7967 | |
| MulTModalities=N,D2026.06 | 0.7957 | |
| FuseMoEModalities=N,D2026.06 | 0.7935 | |
| MulTModalities=N2026.06 | 0.778 | |
| FuseMoEModalities=N2026.06 | 0.7732 | |
| Flex-MoEModalities=N2026.06 | 0.7731 | |
| Lee-MMGRUModalities=D2026.06 | 0.7423 | |
| Flex-MoEModalities=N,D2026.06 | 0.7332 | |
| MulTModalities=D2026.06 | 0.6892 | |
| FuseMoEModalities=D2026.06 | 0.6866 | |
| Flex-MoEModalities=D2026.06 | 0.6541 | |
| TFModalities=L,C,D2026.06 | 0.585 | |
| TFModalities=C2026.06 | 0.5 | |
| TFModalities=D2026.06 | 0.5 | |
| TFModalities=L2026.06 | 0.5 | |
| TFModalities=N2026.06 | 0.5 | |
| TFModalities=C,D2026.06 | 0.5 | |
| TFModalities=L,C2026.06 | 0.5 | |
| TFModalities=L,D2026.06 | 0.5 | |
| TFModalities=N,C2026.06 | 0.5 | |
| TFModalities=N,D2026.06 | 0.5 | |
| TFModalities=N,L2026.06 | 0.5 | |
| TFModalities=N,C,D2026.06 | 0.5 | |
| TFModalities=N,L,C2026.06 | 0.5 | |
| TFModalities=N,L,D2026.06 | 0.5 |