Mortality Prediction on MIMIC-III (test)
85.88AUROCGraph-Walker
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Graph-WalkerParadigm=Ours, Backbone=Qwen3-32B2026.04 | 85.88 | 59.19 | 61.89 | |
| EHR-embParadigm=Data Perspective, Backbone=Qwen3-32B2026.04 | 85.02 | 58.56 | 58.84 | |
| Zero-shotParadigm=Vanilla, Backbone=Qwen3-32B2026.04 | 65.67 | 30.54 | 38.43 | |
| CONEParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 64.28 | 27.83 | 36.05 | |
| SPELLParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 63.26 | 27.26 | 38.33 | |
| InfluenceParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 62.45 | 29.28 | 40.18 | |
| Time-seriesParadigm=Data Perspective, Backbone=Qwen3-32B2026.04 | 62.28 | 28.74 | 37.58 | |
| LMS3Paradigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 62.03 | 25.14 | 36.68 | |
| Delta-KNNParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 61.08 | 29.41 | 39.36 | |
| GradSelParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 60.77 | 24.53 | 39.3 | |
| Semantic-embParadigm=Data Perspective, Backbone=Qwen3-32B2026.04 | 60.62 | 19.87 | 32.08 | |
| RandomParadigm=Vanilla, Backbone=Qwen3-32B2026.04 | 59.9 | 24.63 | 36.22 | |
| IDSParadigm=Model Perspective, Backbone=Qwen3-32B2026.04 | 56.72 | 28.37 | 35.23 | |
| SFTParadigm=Supervised, Backbone=Qwen3-32B2026.04 | 51.34 | 19.58 | 29.5 |