Mortality Prediction on MIMIC-IV (F1-score)
64.5F1-scoreREMIND
Evaluation results
| Method | Links | |
|---|---|---|
| REMINDM1=1, M2=0, M3=02026.02 | 64.5 | |
| SoftMoEM1=1, M2=0, M3=12026.02 | 63 | |
| GroupDROM1=1, M2=0, M3=12026.02 | 62.7 | |
| SoftMoEM1=1, M2=0, M3=02026.02 | 62.5 | |
| FlexMoEM1=1, M2=1, M3=02026.02 | 61.5 | |
| ReweighM1=1, M2=0, M3=02026.02 | 61.4 | |
| FlexMoEM1=1, M2=0, M3=02026.02 | 61.1 | |
| FairMixupM1=0, M2=0, M3=12026.02 | 60.8 | |
| REMINDM1=1, M2=0, M3=12026.02 | 60.7 | |
| FairMixupM1=1, M2=1, M3=12026.02 | 60.3 | |
| REMINDM1=1, M2=1, M3=12026.02 | 60.3 | |
| FuseMoEM1=1, M2=1, M3=12026.02 | 60.1 | |
| GroupDROM1=1, M2=1, M3=12026.02 | 59.9 | |
| FuseMoEM1=0, M2=1, M3=12026.02 | 59.8 | |
| FlexMoEM1=1, M2=1, M3=12026.02 | 59.8 | |
| ReweighM1=1, M2=1, M3=12026.02 | 59.7 | |
| FairMixupM1=1, M2=0, M3=12026.02 | 59.4 | |
| REMINDMode=Entire Dataset2026.02 | 59.4 | |
| FairBatchM1=1, M2=1, M3=12026.02 | 59.2 | |
| GroupDROM1=1, M2=1, M3=02026.02 | 59.1 | |
| FuseMoEMode=Entire Dataset2026.02 | 59.1 | |
| FairBatchM1=1, M2=0, M3=12026.02 | 59 | |
| GroupDROMode=Entire Dataset2026.02 | 59 | |
| FuseMoEM1=0, M2=0, M3=12026.02 | 58.9 | |
| ReweighM1=1, M2=0, M3=12026.02 | 58.9 | |
| GroupDROM1=1, M2=0, M3=02026.02 | 58.8 | |
| FairMixupMode=Entire Dataset2026.02 | 58.7 | |
| FlexMoEM1=0, M2=0, M3=12026.02 | 58.6 | |
| FairBatchMode=Entire Dataset2026.02 | 58.6 | |
| FlexMoEMode=Entire Dataset2026.02 | 58.5 | |
| FairBatchM1=1, M2=1, M3=02026.02 | 58.4 | |
| FuseMoEM1=1, M2=0, M3=12026.02 | 58.4 | |
| FuseMoEM1=1, M2=0, M3=02026.02 | 58.3 | |
| FuseMoEM1=1, M2=1, M3=02026.02 | 58.2 | |
| REMINDM1=1, M2=1, M3=02026.02 | 58.1 | |
| SoftMoEM1=1, M2=1, M3=12026.02 | 58.1 | |
| ReweighMode=Entire Dataset2026.02 | 58.1 | |
| SoftMoEMode=Entire Dataset2026.02 | 58 | |
| FairMixupM1=0, M2=1, M3=12026.02 | 57.7 | |
| FairBatchM1=1, M2=0, M3=02026.02 | 57.6 | |
| SoftMoEM1=1, M2=1, M3=02026.02 | 57.5 | |
| FairBatchM1=0, M2=1, M3=12026.02 | 57.4 | |
| REMINDM1=0, M2=1, M3=02026.02 | 57.3 | |
| FlexMoEM1=1, M2=0, M3=12026.02 | 57.2 | |
| FairMixupM1=1, M2=1, M3=02026.02 | 57.1 | |
| GroupDROM1=0, M2=1, M3=12026.02 | 57.1 | |
| GroupDROM1=0, M2=1, M3=02026.02 | 56.8 | |
| FuseMoEM1=0, M2=1, M3=02026.02 | 56.7 | |
| FairMixupM1=1, M2=0, M3=02026.02 | 56.5 | |
| ReweighM1=0, M2=1, M3=02026.02 | 56 | |
| SoftMoEM1=0, M2=1, M3=12026.02 | 55.7 | |
| ReweighM1=0, M2=1, M3=12026.02 | 55.6 | |
| ReweighM1=1, M2=1, M3=02026.02 | 55.1 | |
| ReweighM1=0, M2=0, M3=12026.02 | 55.1 | |
| REMINDM1=0, M2=0, M3=12026.02 | 55 | |
| FairBatchM1=0, M2=0, M3=12026.02 | 54.9 | |
| REMINDM1=0, M2=1, M3=12026.02 | 54.8 | |
| FlexMoEM1=0, M2=1, M3=12026.02 | 54.6 | |
| FairBatchM1=0, M2=1, M3=02026.02 | 54.1 | |
| SoftMoEM1=0, M2=0, M3=12026.02 | 53.4 | |
| FairMixupM1=0, M2=1, M3=02026.02 | 52.3 | |
| SoftMoEM1=0, M2=1, M3=02026.02 | 52.1 | |
| GroupDROM1=0, M2=0, M3=12026.02 | 49.9 | |
| FlexMoEM1=0, M2=1, M3=02026.02 | 46.7 | |
| MulTModalities=N,L,C,D2026.06 | 0.4396 | |
| MulTModalities=N,L,C2026.06 | 0.4355 | |
| Lee-MMGRUModalities=N,L,C,D2026.06 | 0.4355 | |
| Lee-MMGRUModalities=N,L,C2026.06 | 0.4315 | |
| LongMoEModalities=N,L,C,D2026.06 | 0.4165 | |
| LongMoEModalities=N,L,C2026.06 | 0.4163 | |
| Lee-MMGRUModalities=N,C2026.06 | 0.4112 | |
| MulTModalities=N,C,D2026.06 | 0.4083 | |
| FuseMoEModalities=N,L,C2026.06 | 0.4081 | |
| FuseMoEModalities=N,L,C,D2026.06 | 0.4053 | |
| Flex-MoEModalities=N,L,C,D2026.06 | 0.4034 | |
| Lee-MMGRUModalities=N,C,D2026.06 | 0.4021 | |
| Flex-MoEModalities=N,L,C2026.06 | 0.4005 | |
| Lee-MMGRUModalities=N,L2026.06 | 0.3938 | |
| Lee-MMGRUModalities=N,L,D2026.06 | 0.3901 | |
| LongMoEModalities=L,C2026.06 | 0.3892 | |
| MulTModalities=N,C2026.06 | 0.3877 | |
| LongMoEModalities=L,C,D2026.06 | 0.3844 | |
| Lee-MMGRUModalities=L,C2026.06 | 0.3842 | |
| MulTModalities=L,C,D2026.06 | 0.383 | |
| LongMoEModalities=N,C2026.06 | 0.3803 | |
| LongMoEModalities=N,C,D2026.06 | 0.3789 | |
| MulTModalities=L,C2026.06 | 0.3783 | |
| FuseMoEModalities=N,C,D2026.06 | 0.3767 | |
| Lee-MMGRUModalities=L,C,D2026.06 | 0.3758 | |
| FuseMoEModalities=N,C2026.06 | 0.3707 | |
| Flex-MoEModalities=N,C2026.06 | 0.3705 | |
| LongMoEModalities=N,L,D2026.06 | 0.3701 | |
| LongMoEModalities=N,L2026.06 | 0.3693 | |
| MulTModalities=N,L,D2026.06 | 0.3693 | |
| LongMoEModalities=C2026.06 | 0.3603 | |
| Flex-MoEModalities=L,C2026.06 | 0.3602 | |
| FuseMoEModalities=L,C2026.06 | 0.3577 | |
| LongMoEModalities=C,D2026.06 | 0.3564 | |
| Lee-MMGRUModalities=C2026.06 | 0.3544 | |
| MulTModalities=N,L2026.06 | 0.3539 |