Mortality Prediction on eICU
0.8858AUC-PRCDT-BEHRT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DT-BEHRT2026.03 | 0.8858 | 0.9373 | 81.27 | |
| HypEHR2026.03 | 0.8387 | 0.9039 | 75.83 | |
| Med-BERT2026.03 | 0.8056 | 0.9104 | 75.04 | |
| HEART2026.03 | 0.7995 | 0.8865 | 73.08 | |
| ExBEHRT2026.03 | 0.7836 | 0.8753 | 71.21 | |
| G-BERT2026.03 | 0.7748 | 0.8928 | 66.46 | |
| DeepSeek-LLM-7B-BaseInitialization=Scratch2026.04 | 0.6453 | 0.919 | — | |
| BioMistral-7BInitialization=Scratch2026.04 | 0.6411 | 0.9218 | — | |
| BEHRT2026.03 | 0.6404 | 0.7811 | 60.01 | |
| Mistral-7B-v0.1Initialization=Scratch2026.04 | 0.6359 | 0.9223 | — | |
| Meta-Llama-3-8BInitialization=Scratch2026.04 | 0.6336 | 0.9213 | — | |
| Meditron-7BInitialization=Scratch2026.04 | 0.6221 | 0.9207 | — | |
| Phi-3-Mini-4K-InstructInitialization=Scratch2026.04 | 0.6218 | 0.9154 | — | |
| Meditron-7BInitialization=Contrastive2026.04 | 0.6088 | 0.9116 | — | |
| Phi-3-Mini-4K-InstructInitialization=Contrastive2026.04 | 0.6045 | 0.9089 | — | |
| Mistral-7B-v0.1Initialization=Contrastive2026.04 | 0.602 | 0.9107 | — | |
| DeepSeek-LLM-7B-BaseInitialization=Contrastive2026.04 | 0.6016 | 0.9053 | — | |
| Meta-Llama-3-8BInitialization=Contrastive2026.04 | 0.5977 | 0.9082 | — | |
| BioMistral-7BInitialization=Contrastive2026.04 | 0.5717 | 0.8949 | — | |
| Multi-layer PerceptronInitialization=Scratch2026.04 | 0.5416 | 0.9 | — | |
| Multi-layer PerceptronInitialization=Contrastive2026.04 | 0.5391 | 0.9006 | — | |
| LSTMInitialization=Contrastive2026.04 | 0.5385 | 0.896 | — | |
| LSTMInitialization=Scratch2026.04 | 0.5384 | 0.9 | — | |
| GraphPLHospitals=102026.04 | 0.522 | — | — | |
| MVAEHospitals=102026.04 | 0.52 | — | — | |
| GraphPLHospitals=202026.04 | 0.499 | — | — | |
| MVAEHospitals=202026.04 | 0.497 | — | — | |
| CLAPHospitals=102026.04 | 0.488 | — | — | |
| CLAPHospitals=202026.04 | 0.474 | — | — | |
| MoPoEHospitals=102026.04 | 0.471 | — | — | |
| MoPoEHospitals=202026.04 | 0.464 | — | — | |
| MVAEHospitals=502026.04 | 0.459 | — | — | |
| GraphPLHospitals=502026.04 | 0.458 | — | — | |
| MMVAEHospitals=102026.04 | 0.446 | — | — | |
| CLAPHospitals=502026.04 | 0.439 | — | — | |
| MUSE+AUMAUM-enhanced=true2026.01 | 0.4382 | 0.9234 | — | |
| MMVAEHospitals=202026.04 | 0.436 | — | — | |
| GRAPE+AUMAUM-enhanced=true2026.01 | 0.4279 | 0.9212 | — | |
| MoPoEHospitals=502026.04 | 0.425 | — | — | |
| MUSEAUM-enhanced=false2026.01 | 0.4216 | 0.9017 | — | |
| M3CareAUM-enhanced=false2026.01 | 0.4155 | 0.8964 | — | |
| GRAPEAUM-enhanced=false2026.01 | 0.4137 | 0.8903 | — | |
| MTAUM-enhanced=false2026.01 | 0.4109 | 0.8882 | — | |
| HGMFAUM-enhanced=false2026.01 | 0.4104 | 0.8878 | — | |
| SMILAUM-enhanced=false2026.01 | 0.4066 | 0.8711 | — | |
| MMVAEHospitals=502026.04 | 0.399 | — | — | |
| CM-AEAUM-enhanced=false2026.01 | 0.3902 | 0.8624 | — | |
| HighMMTSetting=Single Task2026.05 | 0.3 | 0.85 | — | |
| FlexMoESetting=Single Task2026.05 | 0.3 | 0.849 | — | |
| FuseMoESetting=Single Task2026.05 | 0.293 | 0.846 | — | |
| FLAMESetting=Single Task2026.05 | 0.293 | 0.846 | — | |
| FLAMESetting=Multitask (per dataset)2026.05 | 0.279 | 0.843 | — | |
| FLAMESetting=Multitask (all datasets)2026.05 | 0.271 | 0.835 | — | |
| CDMT-EHR (CFG-bal)Conditioning=CFG-bal, Sampling steps=502026.03 | — | 0.689 | — | |
| CDMT-EHR (CFG-comb)Conditioning=CFG-comb, Sampling steps=502026.03 | — | 0.688 | — | |
| CDMT-EHR (unconditional)Conditioning=unconditional, Sampling steps=502026.03 | — | 0.708 | — | |
| TimeDiff-GRUSampling steps=1,0002026.03 | — | 0.607 | — | |
| TimeDiff-TransSampling steps=1,0002026.03 | — | 0.642 | — | |
| TRTR2026.03 | — | 0.747 | — |