Mortality Prediction on MIMIC-IV
0.91AUROCSepsisLateFusion
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SepsisLateFusionVariant=Trimodal MoE2025.12 | 0.91 | — | — | — | — | — | |
| Triplet-Mamba2026.06 | 0.896 | — | — | — | 0.639 | — | |
| Triplet-Mamba2026.06 | 0.896 | — | — | — | 0.639 | — | |
| EHR-Mamba2026.06 | 0.881 | — | — | — | 0.637 | — | |
| EHR-Mamba2026.06 | 0.881 | — | — | — | 0.637 | — | |
| Recent MIMIC-IVContext=External Benchmark2025.12 | 0.88 | — | — | — | — | — | |
| FedAvg2026.01 | 0.872 | 0.231 | 0.187 | 82.3 | — | — | |
| Late ConcatFusion=Late Concatenation2025.12 | 0.87 | — | — | — | — | — | |
| Centralized2026.01 | 0.868 | 0.018 | 0.021 | 81.9 | — | — | |
| CryptoFair-FL2026.01 | 0.857 | 0.031 | 0.034 | 81.1 | — | — | |
| Local Fair2026.01 | 0.854 | 0.142 | 0.118 | 80.7 | — | — | |
| DuETT2026.06 | 0.852 | — | — | — | 0.605 | — | |
| DuETT2026.06 | 0.852 | — | — | — | 0.605 | — | |
| SeFT2026.06 | 0.848 | — | — | — | 0.573 | — | |
| HoT-SSM (v1)spatial encoder=HConv2026.06 | 0.847 | — | — | — | 0.238 | — | |
| STraTS2026.06 | 0.842 | — | — | — | 0.595 | — | |
| STraTS2026.06 | 0.842 | — | — | — | 0.595 | — | |
| DeepSeek-LLM-7B-BaseInitialization=Contrastive2026.04 | 0.8409 | — | — | — | 0.39 | — | |
| Static-OnlyModality=Static2025.12 | 0.84 | — | — | — | — | — | |
| HoT-SSM (v2)spatial encoder=HGAT2026.06 | 0.828 | — | — | — | 0.244 | — | |
| GRU-D2026.06 | 0.824 | — | — | — | 0.592 | — | |
| TCN2026.06 | 0.823 | — | — | — | 0.584 | — | |
| InterpNet2026.06 | 0.823 | — | — | — | 0.587 | — | |
| GRU2026.06 | 0.818 | — | — | — | 0.558 | — | |
| SAnD2026.06 | 0.816 | — | — | — | 0.578 | — | |
| Temporal-OnlyModality=Temporal2025.12 | 0.81 | — | — | — | — | — | |
| Meta-Llama-3-8BInitialization=Contrastive2026.04 | 0.7841 | — | — | — | 0.4553 | — | |
| Phi-3-Mini-4K-InstructInitialization=Contrastive2026.04 | 0.7652 | — | — | — | 0.3699 | — | |
| NLP-OnlyModality=NLP (Textual)2025.12 | 0.75 | — | — | — | — | — | |
| BioMistral-7BInitialization=Contrastive2026.04 | 0.75 | — | — | — | 0.4971 | — | |
| GraphCARE2026.06 | 0.731 | — | — | — | 0.067 | — | |
| StageNet2026.06 | 0.696 | — | — | — | 0.042 | — | |
| Meditron-7BInitialization=Contrastive2026.04 | 0.6913 | — | — | — | 0.2147 | — | |
| GRU2026.06 | 0.69 | — | — | — | 0.042 | — | |
| Deepr2026.06 | 0.689 | — | — | — | 0.042 | — | |
| Mistral-7B-v0.1Initialization=Contrastive2026.04 | 0.6818 | — | — | — | 0.4358 | — | |
| RePrompTBackbone=Llama 3.1 1B2026.04 | 0.673 | — | — | — | 0.036 | — | |
| Multi-layer PerceptronInitialization=Scratch2026.04 | 0.6703 | — | — | — | 0.2189 | — | |
| GRAM2026.06 | 0.667 | — | — | — | 0.044 | — | |
| Transformer2026.06 | 0.651 | — | — | — | 0.04 | — | |
| RETAIN2026.06 | 0.648 | — | — | — | 0.038 | — | |
| Meta-Llama-3-8BInitialization=Scratch2026.04 | 0.6477 | — | — | — | 0.262 | — | |
| BioMistral-7BInitialization=Scratch2026.04 | 0.6364 | — | — | — | 0.235 | — | |
| Prompt-TuningBackbone=Llama 3.1 1B2026.04 | 0.607 | — | — | — | 0.019 | — | |
| COCONUTBackbone=Llama 3.1 1B2026.04 | 0.605 | — | — | — | 0.021 | — | |
| Mistral-7B-v0.1Initialization=Scratch2026.04 | 0.5985 | — | — | — | 0.2456 | — | |
| Zero-ShotBackbone=Llama 3.1 1B2026.04 | 0.591 | — | — | — | 0.011 | — | |
| Meditron-7BInitialization=Scratch2026.04 | 0.5852 | — | — | — | 0.188 | — | |
| LSTMInitialization=Contrastive2026.04 | 0.576 | — | — | — | 0.1653 | — | |
| DeepSeek-LLM-7B-BaseInitialization=Scratch2026.04 | 0.572 | — | — | — | 0.1741 | — | |
| LSTMInitialization=Scratch2026.04 | 0.5575 | — | — | — | 0.1334 | — | |
| Multi-layer PerceptronInitialization=Contrastive2026.04 | 0.4645 | — | — | — | 0.1501 | — | |
| Phi-3-Mini-4K-InstructInitialization=Scratch2026.04 | 0.2803 | — | — | — | 0.1272 | — | |
| Backbone onlyReasoning module=-2025.05 | — | — | — | 39.76 | — | 28.27 | |
| UniRReasoning module=Readmission + LOS2025.05 | — | — | — | 63.65 | — | 35.18 |