One-year Clinical Instability Prediction on Swedish heart failure cohort
85.5AUPRCMamba
Evaluation Results
| Method | Links | |
|---|---|---|
| MambaObjective=NTP, Temporal=Agg. (1d), Model size=Medium, Parameters=25.5, GMACs=81.72025.11 | 85.5 | |
| LlamaObjective=NTP, Temporal=Agg. (1d), Model size=Medium, Parameters=34.4, GMACs=113.32025.11 | 85.4 | |
| MambaObjective=NTP, Temporal=Cutoff, Model size=Medium, Parameters=25.5, GMACs=81.72025.11 | 85.1 | |
| LlamaObjective=NTP, Temporal=Cutoff, Model size=Tiny, Parameters=12.9, GMACs=25.12025.11 | 84.9 | |
| LlamaObjective=NTP, Temporal=Cutoff, Model size=Medium, Parameters=34.4, GMACs=113.32025.11 | 84.5 | |
| MBERTObjective=MLM, Temporal=Cutoff, Model size=Medium, Parameters=32.2, GMACs=114.22025.11 | 84.3 | |
| Mamba2Objective=NTP, Temporal=Cutoff, Model size=Medium, Parameters=26.6, GMACs=79.92025.11 | 84 | |
| MambaObjective=NTP, Temporal=Cutoff, Model size=Tiny, Parameters=3.3, GMACs=3.82025.11 | 84 | |
| XLNetObjective=PLM, Temporal=Cutoff, Model size=Medium, Parameters=28.4, GMACs=62.12025.11 | 83.6 | |
| BERTObjective=MLM, Temporal=Cutoff, Model size=Medium, Parameters=24.1, GMACs=96.22025.11 | 83.5 | |
| XGBoostObjective=—, Temporal=—, Model size=—, Parameters=—, GMACs=—2025.11 | 81.5 | |
| LlamaObjective=NTP, Temporal=Cutoff, Model size=Medium, Parameters=34.4, GMACs=113.32025.11 | 55.5 | |
| LlamaObjective=NTP, Temporal=Cutoff, Model size=Tiny, Parameters=12.9, GMACs=25.12025.11 | 55 | |
| LlamaObjective=NTP, Temporal=Agg. (1d), Model size=Medium, Parameters=34.4, GMACs=113.32025.11 | 54.9 | |
| MambaObjective=NTP, Temporal=Cutoff, Model size=Tiny, Parameters=3.3, GMACs=3.82025.11 | 54.6 | |
| MambaObjective=NTP, Temporal=Cutoff, Model size=Medium, Parameters=25.5, GMACs=81.72025.11 | 54.3 | |
| MambaObjective=NTP, Temporal=Agg. (1d), Model size=Medium, Parameters=25.5, GMACs=81.72025.11 | 54.3 | |
| Mamba2Objective=NTP, Temporal=Cutoff, Model size=Medium, Parameters=26.6, GMACs=79.92025.11 | 54.2 | |
| BERTObjective=MLM, Temporal=Cutoff, Model size=Medium, Parameters=24.1, GMACs=96.22025.11 | 53.5 | |
| MBERTObjective=MLM, Temporal=Cutoff, Model size=Medium, Parameters=32.2, GMACs=114.22025.11 | 53.4 | |
| XLNetObjective=PLM, Temporal=Cutoff, Model size=Medium, Parameters=28.4, GMACs=62.12025.11 | 52.9 | |
| XGBoostObjective=—, Temporal=—, Model size=—, Parameters=—, GMACs=—2025.11 | 51.9 |