Mortality Prediction on MIMIC-IV (ACC)
90.8AccuracyREMIND
Evaluation results
| Method | Links | |
|---|---|---|
| REMINDM1=true, M2=true, M3=false, Tail=true2026.02 | 90.8 | |
| TransM1=true, M2=true, M3=false, Tail=true2026.02 | 89.3 | |
| FairMixupM1=true, M2=true, M3=false, Tail=true2026.02 | 89.3 | |
| REMINDM1=true, M2=false, M3=false, Tail=false2026.02 | 88.1 | |
| REMINDM1=true, M2=true, M3=true, Tail=false2026.02 | 88 | |
| FairMixupM1=true, M2=true, M3=true, Tail=false2026.02 | 87.7 | |
| GroupDROM1=true, M2=true, M3=true, Tail=false2026.02 | 87.6 | |
| FuseMoEM1=true, M2=true, M3=false, Tail=true2026.02 | 87.2 | |
| ReweighM1=true, M2=true, M3=false, Tail=true2026.02 | 86.9 | |
| FairBatchM1=true, M2=true, M3=false, Tail=true2026.02 | 86.9 | |
| ReweighM1=true, M2=true, M3=true, Tail=false2026.02 | 86.9 | |
| REMINDM1=true, M2=false, M3=true, Tail=false2026.02 | 86.8 | |
| FlexMoEM1=true, M2=true, M3=false, Tail=true2026.02 | 86.6 | |
| FairMixupM1=true, M2=false, M3=true, Tail=false2026.02 | 86.6 | |
| GroupDROM1=true, M2=false, M3=false, Tail=false2026.02 | 86.5 | |
| FairBatchM1=true, M2=true, M3=true, Tail=false2026.02 | 86.2 | |
| ReweighM1=true, M2=false, M3=false, Tail=false2026.02 | 86.1 | |
| REMINDData Subset=Entire Dataset2026.02 | 86.1 | |
| TransM1=true, M2=false, M3=false, Tail=false2026.02 | 86 | |
| ReweighM1=true, M2=false, M3=true, Tail=false2026.02 | 85.7 | |
| FuseMoEM1=true, M2=false, M3=false, Tail=false2026.02 | 85.6 | |
| FuseMoEM1=true, M2=true, M3=true, Tail=false2026.02 | 85.6 | |
| FairMixupM1=true, M2=false, M3=false, Tail=false2026.02 | 85.5 | |
| FlexMoEM1=true, M2=true, M3=true, Tail=false2026.02 | 85.3 | |
| GroupDROM1=true, M2=true, M3=false, Tail=true2026.02 | 85.2 | |
| GroupDROM1=true, M2=false, M3=true, Tail=false2026.02 | 85.2 | |
| FairBatchM1=true, M2=false, M3=true, Tail=false2026.02 | 85.2 | |
| FairMixupData Subset=Entire Dataset2026.02 | 85.2 | |
| FairBatchM1=true, M2=false, M3=false, Tail=false2026.02 | 85.1 | |
| FlexMoEM1=true, M2=false, M3=false, Tail=false2026.02 | 84.9 | |
| TransM1=true, M2=false, M3=true, Tail=false2026.02 | 84.8 | |
| TransM1=true, M2=true, M3=true, Tail=false2026.02 | 84.4 | |
| GroupDROData Subset=Entire Dataset2026.02 | 84.3 | |
| FlexMoEM1=true, M2=false, M3=true, Tail=false2026.02 | 84.2 | |
| FuseMoEData Subset=Entire Dataset2026.02 | 83.7 | |
| FuseMoEM1=true, M2=false, M3=true, Tail=false2026.02 | 83.4 | |
| FlexMoEM1=false, M2=true, M3=true, Tail=true2026.02 | 83.1 | |
| FlexMoEData Subset=Entire Dataset2026.02 | 83.1 | |
| TransData Subset=Entire Dataset2026.02 | 83 | |
| FuseMoEM1=false, M2=true, M3=true, Tail=true2026.02 | 82.8 | |
| FairMixupM1=false, M2=true, M3=false, Tail=true2026.02 | 82.6 | |
| FairBatchData Subset=Entire Dataset2026.02 | 82.6 | |
| ReweighData Subset=Entire Dataset2026.02 | 82.5 | |
| FairMixupM1=false, M2=true, M3=true, Tail=true2026.02 | 82.3 | |
| REMINDM1=false, M2=true, M3=false, Tail=true2026.02 | 82.3 | |
| GroupDROM1=false, M2=true, M3=false, Tail=true2026.02 | 81.3 | |
| FuseMoEModalities=L,C2026.06 | 80.35 | |
| FuseMoEModalities=L,C,D2026.06 | 80.35 | |
| TransM1=false, M2=true, M3=true, Tail=true2026.02 | 80.1 | |
| Lee-MMGRUModalities=N,C2026.06 | 79.93 | |
| FuseMoEM1=false, M2=true, M3=false, Tail=true2026.02 | 79.8 | |
| Lee-MMGRUModalities=N,L,C2026.06 | 79.4 | |
| Lee-MMGRUModalities=C,D2026.06 | 79.35 | |
| Lee-MMGRUModalities=L,C2026.06 | 79.34 | |
| Lee-MMGRUModalities=N,C,D2026.06 | 79.2 | |
| Lee-MMGRUModalities=C2026.06 | 79.18 | |
| FuseMoEModalities=N,L,C,D2026.06 | 79.05 | |
| Flex-MoEModalities=N,L,C,D2026.06 | 79.04 | |
| TransM1=false, M2=true, M3=false, Tail=true2026.02 | 78.8 | |
| Flex-MoEModalities=N,L,C2026.06 | 78.68 | |
| FuseMoEModalities=N,L,C2026.06 | 78.61 | |
| REMINDM1=false, M2=true, M3=true, Tail=true2026.02 | 78.5 | |
| Lee-MMGRUModalities=N,L,C,D2026.06 | 78.19 | |
| Lee-MMGRUModalities=L,C,D2026.06 | 77.9 | |
| Flex-MoEModalities=L,C2026.06 | 77.84 | |
| Lee-MMGRUModalities=N,L,D2026.06 | 77.76 | |
| GroupDROM1=false, M2=true, M3=true, Tail=true2026.02 | 77.7 | |
| MulTModalities=L,C,D2026.06 | 77.45 | |
| MulTModalities=N,L,C,D2026.06 | 77.44 | |
| MulTModalities=L,C2026.06 | 77.07 | |
| MulTModalities=N,L,C2026.06 | 77.06 | |
| Flex-MoEobserved_modalities=L, N, C2024.10 | 76.81 | |
| Lee-MMGRUModalities=N,L2026.06 | 76.59 | |
| LongMoEModalities=N,L,C,D2026.06 | 76.46 | |
| REMINDM1=false, M2=false, M3=true, Tail=true2026.02 | 76.4 | |
| FairBatchM1=false, M2=true, M3=false, Tail=true2026.02 | 76.4 | |
| Lee-MMGRUModalities=L,D2026.06 | 76.37 | |
| ReweighM1=false, M2=true, M3=true, Tail=true2026.02 | 76.3 | |
| FlexMoEM1=false, M2=false, M3=true, Tail=true2026.02 | 76.2 | |
| Flex-MoEobserved_modalities=L, N2024.10 | 76.14 | |
| Lee-MMGRUModalities=N,D2026.06 | 75.88 | |
| LongMoEModalities=N,L,C2026.06 | 75.68 | |
| Flex-MoEModalities=L,C,D2026.06 | 75.67 | |
| MulTModalities=N,C,D2026.06 | 75.64 | |
| FlexMoEM1=false, M2=true, M3=false, Tail=true2026.02 | 75.6 | |
| LongMoEModalities=L,C,D2026.06 | 75.49 | |
| Flex-MoEobserved_modalities=L, C2024.10 | 75.15 | |
| Flex-MoEobserved_modalities=N, C2024.10 | 74.96 | |
| MulTModalities=C,D2026.06 | 74.91 | |
| MulTModalities=N,C2026.06 | 74.91 | |
| FuseMoEModalities=C,D2026.06 | 74.69 | |
| LongMoEModalities=L,C2026.06 | 74.68 | |
| FuseMoEModalities=L2026.06 | 74.52 | |
| FuseMoEModalities=N,L,D2026.06 | 74.2 | |
| MulTModalities=C2026.06 | 74.16 | |
| Flex-MoEModalities=N,C,D2026.06 | 74.08 | |
| FuseMoEModalities=C2026.06 | 74.07 | |
| LongMoEModalities=N,C,D2026.06 | 73.86 | |
| LongMoEModalities=N,L,D2026.06 | 73.8 | |
| FuseMoEModalities=L,D2026.06 | 73.78 |