Time Series Classification on benchmark datasets 30% Missing (test)
75AccuracyNeural CDE (with TANDEM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Neural CDE (with TANDEM)Integration=TANDEM, Missing Rate=30%2025.08 | 75 | 6.58 | |
| Neural ODE (with TANDEM)Integration=TANDEM, Missing Rate=30%2025.08 | 73.7 | 6.67 | |
| Neural SDE (with TANDEM)Integration=TANDEM, Missing Rate=30%2025.08 | 72.4 | 7.67 | |
| Neural LNSDEMissing Rate=30%2025.08 | 72.3 | 7.48 | |
| Neural GSDEMissing Rate=30%2025.08 | 70.7 | 8.02 | |
| Neural CDEMissing Rate=30%2025.08 | 70.6 | 9.47 | |
| Neural LSDEMissing Rate=30%2025.08 | 69 | 9.23 | |
| ANCDEMissing Rate=30%2025.08 | 68.7 | 10.6 | |
| GRU-ODEMissing Rate=30%2025.08 | 66.3 | 13.23 | |
| Neural RDEMissing Rate=30%2025.08 | 65.8 | 12.57 | |
| GRU-SimpleMissing Rate=30%2025.08 | 64 | 11.55 | |
| GRU-ΔMissing Rate=30%2025.08 | 63.6 | 12.37 | |
| ODE-RNNMissing Rate=30%2025.08 | 63.5 | 13.13 | |
| EXITMissing Rate=30%2025.08 | 63.3 | 14.6 | |
| TransformerMissing Rate=30%2025.08 | 62.5 | 15.05 | |
| GRU-DMissing Rate=30%2025.08 | 62.4 | 14.35 | |
| GRUMissing Rate=30%2025.08 | 62.1 | 13.77 | |
| MTANMissing Rate=30%2025.08 | 61.8 | 14.8 | |
| MIAMMissing Rate=30%2025.08 | 60.3 | 14.92 | |
| LSTMMissing Rate=30%2025.08 | 59.5 | 16.33 | |
| ODE-LSTMMissing Rate=30%2025.08 | 58.4 | 16.3 | |
| Neural ODEMissing Rate=30%2025.08 | 51.8 | 17.47 | |
| RNNMissing Rate=30%2025.08 | 51.3 | 20.12 | |
| Neural SDEMissing Rate=30%2025.08 | 50.8 | 17.67 | |
| LEAPMissing Rate=30%2025.08 | 40.1 | 21.07 |