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ResearchFormerly WizWand

Time Series Classification on 30 benchmark datasets Regular (test)

76.7AccuracyNeural CDE (with TANDEM)
43.10851.82960.5569.271Aug 24, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Neural CDE (with TANDEM)Integration=TANDEM, Missing Rate=Regular2025.0876.75.87
Neural SDE (with TANDEM)Integration=TANDEM, Missing Rate=Regular2025.0874.96.93
Neural ODE (with TANDEM)Integration=TANDEM, Missing Rate=Regular2025.0873.88.7
Neural LNSDEMissing Rate=Regular2025.0872.77.98
Neural LSDEMissing Rate=Regular2025.0871.77.93
Neural GSDEMissing Rate=Regular2025.0871.68.22
Neural CDEMissing Rate=Regular2025.0870.912.03
ANCDEMissing Rate=Regular2025.0869.311.23
Neural RDEMissing Rate=Regular2025.0867.813.02
GRUMissing Rate=Regular2025.0867.211.45
GRU-ODEMissing Rate=Regular2025.0867.113.72
GRU-SimpleMissing Rate=Regular2025.0866.911.38
TransformerMissing Rate=Regular2025.0866.413.52
ODE-RNNMissing Rate=Regular2025.0865.812.73
GRU-DMissing Rate=Regular2025.0864.814.32
MTANMissing Rate=Regular2025.0864.816.42
GRU-ΔMissing Rate=Regular2025.0864.114
EXITMissing Rate=Regular2025.0863.615.37
LSTMMissing Rate=Regular2025.0863.315.4
MIAMMissing Rate=Regular2025.0862.314.88
ODE-LSTMMissing Rate=Regular2025.0861.915.42
RNNMissing Rate=Regular2025.0858.218.42
Neural SDEMissing Rate=Regular2025.0852.617.77
Neural ODEMissing Rate=Regular2025.0852.118.7
LEAPMissing Rate=Regular2025.0844.419.6