Time Series Classification on 18 UEA datasets Regular
73.1AccuracyFlowPath
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FlowPathSettings=Default2025.11 | 73.1 | 3.7 | |
| DualDynamics2024.01 | 72.4 | 5.1 | |
| DualDynamicsSettings=Default2025.11 | 72.4 | 4.6 | |
| Transformer2024.01 | 72 | 6.8 | |
| FlowPathSettings=with GRU Flow2025.11 | 71.5 | — | |
| FlowPathSettings=with Coupling Flow2025.11 | 71.3 | — | |
| Neural CDESettings=+ MLP2025.11 | 70.5 | — | |
| FlowPathSettings=with ResNet Flow2025.11 | 70.5 | — | |
| Neural CDE2024.01 | 68.1 | 7.6 | |
| Neural CDESettings=Default2025.11 | 68.1 | 7.1 | |
| GRU2024.01 | 67.4 | 7.3 | |
| GRUSettings=Default2025.11 | 67.4 | 6.9 | |
| GRU-ODE2024.01 | 66.3 | 7.6 | |
| GRU-ODESettings=Default2025.11 | 66.3 | 7.2 | |
| ANCDE2024.01 | 66.2 | 7.9 | |
| ANCDESettings=Default2025.11 | 66.2 | 7.3 | |
| MTAN2024.01 | 65.4 | 9.4 | |
| ODE-RNN2024.01 | 65.2 | 7.3 | |
| ODE-RNNSettings=Default2025.11 | 65.2 | 6.8 | |
| Neural RDE2024.01 | 64.9 | 8.6 | |
| Neural RDESettings=Default2025.11 | 64.9 | 7.9 | |
| GRU-∆t2024.01 | 62.9 | 9.9 | |
| GRU-ΔtSettings=Default2025.11 | 62.9 | 9.1 | |
| EXIT2024.01 | 59.5 | 10.1 | |
| EXITSettings=Default2025.11 | 59.5 | 9.4 | |
| GRU-D2024.01 | 59.3 | 10.9 | |
| GRU-DSettings=Default2025.11 | 59.3 | 10 | |
| LSTM2024.01 | 58.8 | 11 | |
| LSTMSettings=Default2025.11 | 58.8 | 10 | |
| MIAM2024.01 | 57.3 | 11.9 | |
| ODE-LSTM2024.01 | 56.6 | 11.4 | |
| ODE-LSTMSettings=Default2025.11 | 56.6 | 10.4 | |
| RNN2024.01 | 56 | 11.9 | |
| RNNSettings=Default2025.11 | 56 | 10.7 | |
| Neural Flow2024.01 | 54.5 | 11.9 | |
| Neural FlowSettings=Default2025.11 | 53 | 11.8 | |
| LEAP2024.01 | 49 | 14.4 | |
| LEAPSettings=Default2025.11 | 49 | 13.1 |