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In-hospital mortality prediction (MORT) on MIMIC-III

0.0845Mutual Information (MI)MLCI
0.0136230.0320290.0504350.068841Jun 16, 2026

Evaluation results

MethodLinks
MLCI2026.060.0845
Set TransformerMode=single-logit2026.060.0752
DeepSetsPooling=mean ⊕ max pool2026.060.0737
Pure MIL Attention Pooling2026.060.0717
Star-GAT2026.060.0703
kNN2026.060.0683
Deep MLP Bag-of-CodesImplementation=EmbeddingBag2026.060.0662
Deep and Cross NetworkAcronym=DCN2026.060.0655
Gradient Boosted TreesEvaluation=Score/Logit2026.060.0652
Factorization MachineMetric=FM score2026.060.063
Complement Naive Bayes2026.060.0578
Multinomial Naive Bayes2026.060.0573
FusedLogits LR2026.060.0569
CCI+ECIMode=scalar2026.060.031
ElixhauserAcronym=ECI2026.060.0265
CharlsonAcronym=CCI2026.060.0164