Classification on PhysioNet Sepsis 2020 (test)
0.919AUROC (With OI)FlowPath
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FlowPathvariant=ResNet2025.11 | 0.919 | 0.869 | |
| DualDynamics2025.11 | 0.918 | 0.873 | |
| FlowPathvariant=GRU2025.11 | 0.918 | 0.87 | |
| FlowPathvariant=Coupling2025.11 | 0.916 | 0.866 | |
| EXIT2025.11 | 0.913 | 0.836 | |
| Neural LNSDE2025.11 | 0.911 | 0.881 | |
| Neural LSDE2025.11 | 0.909 | 0.879 | |
| Neural GSDE2025.11 | 0.909 | 0.884 | |
| ANCDE2025.11 | 0.9 | 0.823 | |
| Neural CDE2025.11 | 0.88 | 0.776 | |
| GRU-Δt2025.11 | 0.878 | 0.84 | |
| ODE-RNN2025.11 | 0.874 | 0.833 | |
| GRU-D2025.11 | 0.871 | 0.85 | |
| GRU-ODE2025.11 | 0.852 | 0.771 | |
| ACE-NODE2025.11 | 0.804 | 0.514 | |
| Neural SDE2025.11 | 0.799 | 0.796 | |
| Latent-ODE2025.11 | 0.787 | 0.495 |