Time Series Classification on 18 UEA datasets Average across scenarios
70.8AccuracyDualDynamics
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DualDynamics2024.01 | 70.8 | 4.9 | |
| Transformer2024.01 | 67.4 | 7.6 | |
| Neural CDE2024.01 | 66.7 | 7.4 | |
| GRU-ODE2024.01 | 66.2 | 7.2 | |
| ANCDE2024.01 | 64.9 | 7.6 | |
| GRU-∆t2024.01 | 64.1 | 8.3 | |
| ODE-RNN2024.01 | 64.1 | 7.4 | |
| MTAN2024.01 | 64 | 7.6 | |
| Neural RDE2024.01 | 63.4 | 8.2 | |
| GRU2024.01 | 63.3 | 8.3 | |
| GRU-D2024.01 | 58.8 | 10.6 | |
| EXIT2024.01 | 57.9 | 10.3 | |
| MIAM2024.01 | 56.8 | 10.7 | |
| LSTM2024.01 | 54 | 11 | |
| ODE-LSTM2024.01 | 51.5 | 12.7 | |
| RNN2024.01 | 49.2 | 13.8 | |
| Neural Flow2024.01 | 48.1 | 13.4 | |
| LEAP2024.01 | 46.6 | 14.2 |