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ResearchFormerly WizWand

Time Series Classification on PhysioNet Sepsis (test)

91.6AUROCNeural ODE (with TANDEM)
47.81659.18370.5581.917Feb 22, 2024May 23, 2024Aug 23, 2024Nov 22, 2024Feb 22, 2025May 24, 2025Aug 24, 2025
Updated 4mo ago

Evaluation results

MethodLinks
Neural ODE (with TANDEM)Observation Intensity=OI2025.0891.6
EXITObservation Intensity=OI2025.0891.3
Neural SDE (with TANDEM)Observation Intensity=OI2025.0891.3
Neural LNSDEObservation Intensity=OI2025.0891.1
Neural LNSDEObservational Intensity (OI)=OI, Memory (MB)=3412024.0291.1
Neural LSDEObservation Intensity=OI2025.0890.9
Neural GSDEObservation Intensity=OI2025.0890.9
Neural CDE (with TANDEM)Observation Intensity=OI2025.0890.9
Neural LSDEObservational Intensity (OI)=OI, Memory (MB)=3732024.0290.9
Neural GSDEObservational Intensity (OI)=OI, Memory (MB)=5882024.0290.9
ANCDEObservation Intensity=OI2025.0890
ANCDEObservational Intensity (OI)=OI, Memory (MB)=2852024.0290
Neural CDE (with TANDEM)Observation Intensity=No OI2025.0889.3
Neural GSDEObservation Intensity=No OI2025.0888.4
Neural GSDEObservational Intensity (OI)=No OI, Memory (MB)=2802024.0288.4
Neural LNSDEObservation Intensity=No OI2025.0888.1
Neural LNSDEObservational Intensity (OI)=No OI, Memory (MB)=4452024.0288.1
Neural CDEObservation Intensity=OI2025.0888
Neural CDEObservational Intensity (OI)=OI, Memory (MB)=2442024.0288
Neural LSDEObservation Intensity=No OI2025.0887.9
Neural LSDEObservational Intensity (OI)=No OI, Memory (MB)=4362024.0287.9
GRU-ΔObservation Intensity=OI2025.0887.8
GRU-∆tObservational Intensity (OI)=OI, Memory (MB)=8372024.0287.8
Neural ODE (with TANDEM)Observation Intensity=No OI2025.0887.7
ODE-RNNObservation Intensity=OI2025.0887.4
ODE-RNNObservational Intensity (OI)=OI, Memory (MB)=6962024.0287.4
Neural SDE (with TANDEM)Observation Intensity=No OI2025.0887.3
GRU-DObservation Intensity=OI2025.0887.1
GRU-DObservational Intensity (OI)=OI, Memory (MB)=8892024.0287.1
GRU-ODEObservation Intensity=OI2025.0885.2
GRU-ODEObservational Intensity (OI)=OI, Memory (MB)=4542024.0285.2
GRU-DObservation Intensity=No OI2025.0885
GRU-DObservational Intensity (OI)=No OI, Memory (MB)=8782024.0285
GRU-ΔObservation Intensity=No OI2025.0884
GRU-∆tObservational Intensity (OI)=No OI, Memory (MB)=8262024.0284
EXITObservation Intensity=No OI2025.0883.6
ODE-RNNObservation Intensity=No OI2025.0883.3
ODE-RNNObservational Intensity (OI)=No OI, Memory (MB)=6862024.0283.3
ANCDEObservation Intensity=No OI2025.0882.3
ANCDEObservational Intensity (OI)=No OI, Memory (MB)=1292024.0282.3
ACE-NODEObservation Intensity=OI2025.0880.4
ACE-NODEObservational Intensity (OI)=OI, Memory (MB)=1942024.0280.4
Neural SDEObservational Intensity (OI)=OI, Memory (MB)=3682024.0279.9
Neural SDEObservational Intensity (OI)=No OI, Memory (MB)=2402024.0279.6
Latent-ODEObservation Intensity=OI2025.0878.7
Latent-ODEObservational Intensity (OI)=OI, Memory (MB)=1332024.0278.7
Neural CDEObservation Intensity=No OI2025.0877.6
Neural CDEObservational Intensity (OI)=No OI, Memory (MB)=1222024.0277.6
GRU-ODEObservation Intensity=No OI2025.0877.1
GRU-ODEObservational Intensity (OI)=No OI, Memory (MB)=2732024.0277.1
ACE-NODEObservation Intensity=No OI2025.0851.4
ACE-NODEObservational Intensity (OI)=No OI, Memory (MB)=2182024.0251.4
Latent-ODEObservation Intensity=No OI2025.0849.5
Latent-ODEObservational Intensity (OI)=No OI, Memory (MB)=1262024.0249.5