30-day mortality prediction (30M) on MIMIC-III
77.77Mutual Information (MI) (x10^3)MLCI
Evaluation results
| Method | Links | |
|---|---|---|
| MLCI2026.06 | 77.77 | |
| Set TransformerMode=single-logit2026.06 | 69.23 | |
| DeepSetsPooling=mean ⊕ max pool2026.06 | 68.08 | |
| kNN2026.06 | 68.07 | |
| Gradient Boosted TreesEvaluation=Score/Logit2026.06 | 66.81 | |
| Pure MIL Attention Pooling2026.06 | 64.64 | |
| Star-GAT2026.06 | 63.74 | |
| Deep MLP Bag-of-CodesImplementation=EmbeddingBag2026.06 | 61.39 | |
| Deep and Cross NetworkAcronym=DCN2026.06 | 59.57 | |
| Factorization MachineMetric=FM score2026.06 | 57.98 | |
| Complement Naive Bayes2026.06 | 55.43 | |
| Multinomial Naive Bayes2026.06 | 54.45 | |
| FusedLogits LR2026.06 | 53.66 | |
| CCI+ECIMode=scalar2026.06 | 36.11 | |
| ElixhauserAcronym=ECI2026.06 | 30.97 | |
| CharlsonAcronym=CCI2026.06 | 26.32 |