In-hospital mortality prediction on MIMIC-IV (using MI)
74.22MI (x10^3)MLCI
Evaluation results
| Method | Links | |
|---|---|---|
| MLCI2026.06 | 74.22 | |
| DeepSetsPooling=mean ⊕ max pool2026.06 | 69.92 | |
| Set TransformerMode=single-logit2026.06 | 68.35 | |
| Pure MIL Attention Pooling2026.06 | 67.89 | |
| Star-GAT2026.06 | 67.38 | |
| Deep MLP Bag-of-CodesImplementation=EmbeddingBag2026.06 | 65.88 | |
| Deep and Cross NetworkAcronym=DCN2026.06 | 65.33 | |
| Gradient Boosted TreesEvaluation=Score/Logit2026.06 | 64.3 | |
| kNN2026.06 | 57.7 | |
| Complement Naive Bayes2026.06 | 56.68 | |
| Multinomial Naive Bayes2026.06 | 56.44 | |
| Factorization MachineMetric=FM score2026.06 | 54.5 | |
| FusedLogits LR2026.06 | 53.55 | |
| ElixhauserAcronym=ECI2026.06 | 20.17 | |
| CCI+ECIMode=scalar2026.06 | 19.94 | |
| CharlsonAcronym=CCI2026.06 | 9.64 |