List your company
ResearchFormerly WizWand

Time Series Classification on benchmark datasets 30% Missing (test)

75AccuracyNeural CDE (with TANDEM)
38.70448.12757.5566.973Aug 24, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Neural CDE (with TANDEM)Integration=TANDEM, Missing Rate=30%2025.08756.58
Neural ODE (with TANDEM)Integration=TANDEM, Missing Rate=30%2025.0873.76.67
Neural SDE (with TANDEM)Integration=TANDEM, Missing Rate=30%2025.0872.47.67
Neural LNSDEMissing Rate=30%2025.0872.37.48
Neural GSDEMissing Rate=30%2025.0870.78.02
Neural CDEMissing Rate=30%2025.0870.69.47
Neural LSDEMissing Rate=30%2025.08699.23
ANCDEMissing Rate=30%2025.0868.710.6
GRU-ODEMissing Rate=30%2025.0866.313.23
Neural RDEMissing Rate=30%2025.0865.812.57
GRU-SimpleMissing Rate=30%2025.086411.55
GRU-ΔMissing Rate=30%2025.0863.612.37
ODE-RNNMissing Rate=30%2025.0863.513.13
EXITMissing Rate=30%2025.0863.314.6
TransformerMissing Rate=30%2025.0862.515.05
GRU-DMissing Rate=30%2025.0862.414.35
GRUMissing Rate=30%2025.0862.113.77
MTANMissing Rate=30%2025.0861.814.8
MIAMMissing Rate=30%2025.0860.314.92
LSTMMissing Rate=30%2025.0859.516.33
ODE-LSTMMissing Rate=30%2025.0858.416.3
Neural ODEMissing Rate=30%2025.0851.817.47
RNNMissing Rate=30%2025.0851.320.12
Neural SDEMissing Rate=30%2025.0850.817.67
LEAPMissing Rate=30%2025.0840.121.07