Time Series Classification on 30 benchmark datasets Regular (test)
76.7AccuracyNeural CDE (with TANDEM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Neural CDE (with TANDEM)Integration=TANDEM, Missing Rate=Regular2025.08 | 76.7 | 5.87 | |
| Neural SDE (with TANDEM)Integration=TANDEM, Missing Rate=Regular2025.08 | 74.9 | 6.93 | |
| Neural ODE (with TANDEM)Integration=TANDEM, Missing Rate=Regular2025.08 | 73.8 | 8.7 | |
| Neural LNSDEMissing Rate=Regular2025.08 | 72.7 | 7.98 | |
| Neural LSDEMissing Rate=Regular2025.08 | 71.7 | 7.93 | |
| Neural GSDEMissing Rate=Regular2025.08 | 71.6 | 8.22 | |
| Neural CDEMissing Rate=Regular2025.08 | 70.9 | 12.03 | |
| ANCDEMissing Rate=Regular2025.08 | 69.3 | 11.23 | |
| Neural RDEMissing Rate=Regular2025.08 | 67.8 | 13.02 | |
| GRUMissing Rate=Regular2025.08 | 67.2 | 11.45 | |
| GRU-ODEMissing Rate=Regular2025.08 | 67.1 | 13.72 | |
| GRU-SimpleMissing Rate=Regular2025.08 | 66.9 | 11.38 | |
| TransformerMissing Rate=Regular2025.08 | 66.4 | 13.52 | |
| ODE-RNNMissing Rate=Regular2025.08 | 65.8 | 12.73 | |
| GRU-DMissing Rate=Regular2025.08 | 64.8 | 14.32 | |
| MTANMissing Rate=Regular2025.08 | 64.8 | 16.42 | |
| GRU-ΔMissing Rate=Regular2025.08 | 64.1 | 14 | |
| EXITMissing Rate=Regular2025.08 | 63.6 | 15.37 | |
| LSTMMissing Rate=Regular2025.08 | 63.3 | 15.4 | |
| MIAMMissing Rate=Regular2025.08 | 62.3 | 14.88 | |
| ODE-LSTMMissing Rate=Regular2025.08 | 61.9 | 15.42 | |
| RNNMissing Rate=Regular2025.08 | 58.2 | 18.42 | |
| Neural SDEMissing Rate=Regular2025.08 | 52.6 | 17.77 | |
| Neural ODEMissing Rate=Regular2025.08 | 52.1 | 18.7 | |
| LEAPMissing Rate=Regular2025.08 | 44.4 | 19.6 |