Time Series Classification on PhysioNet Sepsis (test)
91.6AUROCNeural ODE (with TANDEM)
Evaluation Results
| Method | Links | |
|---|---|---|
| Neural ODE (with TANDEM)Observation Intensity=OI2025.08 | 91.6 | |
| EXITObservation Intensity=OI2025.08 | 91.3 | |
| Neural SDE (with TANDEM)Observation Intensity=OI2025.08 | 91.3 | |
| Neural LNSDEObservation Intensity=OI2025.08 | 91.1 | |
| Neural LNSDEObservational Intensity (OI)=OI, Memory (MB)=3412024.02 | 91.1 | |
| Neural LSDEObservation Intensity=OI2025.08 | 90.9 | |
| Neural GSDEObservation Intensity=OI2025.08 | 90.9 | |
| Neural CDE (with TANDEM)Observation Intensity=OI2025.08 | 90.9 | |
| Neural LSDEObservational Intensity (OI)=OI, Memory (MB)=3732024.02 | 90.9 | |
| Neural GSDEObservational Intensity (OI)=OI, Memory (MB)=5882024.02 | 90.9 | |
| ANCDEObservation Intensity=OI2025.08 | 90 | |
| ANCDEObservational Intensity (OI)=OI, Memory (MB)=2852024.02 | 90 | |
| Neural CDE (with TANDEM)Observation Intensity=No OI2025.08 | 89.3 | |
| Neural GSDEObservation Intensity=No OI2025.08 | 88.4 | |
| Neural GSDEObservational Intensity (OI)=No OI, Memory (MB)=2802024.02 | 88.4 | |
| Neural LNSDEObservation Intensity=No OI2025.08 | 88.1 | |
| Neural LNSDEObservational Intensity (OI)=No OI, Memory (MB)=4452024.02 | 88.1 | |
| Neural CDEObservation Intensity=OI2025.08 | 88 | |
| Neural CDEObservational Intensity (OI)=OI, Memory (MB)=2442024.02 | 88 | |
| Neural LSDEObservation Intensity=No OI2025.08 | 87.9 | |
| Neural LSDEObservational Intensity (OI)=No OI, Memory (MB)=4362024.02 | 87.9 | |
| GRU-ΔObservation Intensity=OI2025.08 | 87.8 | |
| GRU-∆tObservational Intensity (OI)=OI, Memory (MB)=8372024.02 | 87.8 | |
| Neural ODE (with TANDEM)Observation Intensity=No OI2025.08 | 87.7 | |
| ODE-RNNObservation Intensity=OI2025.08 | 87.4 | |
| ODE-RNNObservational Intensity (OI)=OI, Memory (MB)=6962024.02 | 87.4 | |
| Neural SDE (with TANDEM)Observation Intensity=No OI2025.08 | 87.3 | |
| GRU-DObservation Intensity=OI2025.08 | 87.1 | |
| GRU-DObservational Intensity (OI)=OI, Memory (MB)=8892024.02 | 87.1 | |
| GRU-ODEObservation Intensity=OI2025.08 | 85.2 | |
| GRU-ODEObservational Intensity (OI)=OI, Memory (MB)=4542024.02 | 85.2 | |
| GRU-DObservation Intensity=No OI2025.08 | 85 | |
| GRU-DObservational Intensity (OI)=No OI, Memory (MB)=8782024.02 | 85 | |
| GRU-ΔObservation Intensity=No OI2025.08 | 84 | |
| GRU-∆tObservational Intensity (OI)=No OI, Memory (MB)=8262024.02 | 84 | |
| EXITObservation Intensity=No OI2025.08 | 83.6 | |
| ODE-RNNObservation Intensity=No OI2025.08 | 83.3 | |
| ODE-RNNObservational Intensity (OI)=No OI, Memory (MB)=6862024.02 | 83.3 | |
| ANCDEObservation Intensity=No OI2025.08 | 82.3 | |
| ANCDEObservational Intensity (OI)=No OI, Memory (MB)=1292024.02 | 82.3 | |
| ACE-NODEObservation Intensity=OI2025.08 | 80.4 | |
| ACE-NODEObservational Intensity (OI)=OI, Memory (MB)=1942024.02 | 80.4 | |
| Neural SDEObservational Intensity (OI)=OI, Memory (MB)=3682024.02 | 79.9 | |
| Neural SDEObservational Intensity (OI)=No OI, Memory (MB)=2402024.02 | 79.6 | |
| Latent-ODEObservation Intensity=OI2025.08 | 78.7 | |
| Latent-ODEObservational Intensity (OI)=OI, Memory (MB)=1332024.02 | 78.7 | |
| Neural CDEObservation Intensity=No OI2025.08 | 77.6 | |
| Neural CDEObservational Intensity (OI)=No OI, Memory (MB)=1222024.02 | 77.6 | |
| GRU-ODEObservation Intensity=No OI2025.08 | 77.1 | |
| GRU-ODEObservational Intensity (OI)=No OI, Memory (MB)=2732024.02 | 77.1 | |
| ACE-NODEObservation Intensity=No OI2025.08 | 51.4 | |
| ACE-NODEObservational Intensity (OI)=No OI, Memory (MB)=2182024.02 | 51.4 | |
| Latent-ODEObservation Intensity=No OI2025.08 | 49.5 | |
| Latent-ODEObservational Intensity (OI)=No OI, Memory (MB)=1262024.02 | 49.5 |