Time Series Classification on 18-datasets benchmark suite Average
73AccuracyFlowPath
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FlowPathSettings=Default2025.11 | 73 | 3.5 | |
| DualDynamicsSettings=Default2025.11 | 70.8 | 4.8 | |
| FlowPathSettings=with Coupling Flow2025.11 | 70.8 | — | |
| FlowPathSettings=with ResNet Flow2025.11 | 70.5 | — | |
| FlowPathSettings=with GRU Flow2025.11 | 70.2 | — | |
| Neural CDESettings=+ MLP2025.11 | 68.9 | — | |
| Neural CDESettings=Default2025.11 | 66.7 | 7.1 | |
| GRU-ODESettings=Default2025.11 | 66.2 | 6.7 | |
| ANCDESettings=Default2025.11 | 64.9 | 7.2 | |
| GRU-ΔtSettings=Default2025.11 | 64.1 | 7.7 | |
| ODE-RNNSettings=Default2025.11 | 64.1 | 6.8 | |
| Neural RDESettings=Default2025.11 | 63.4 | 7.7 | |
| GRUSettings=Default2025.11 | 63.3 | 7.8 | |
| GRU-DSettings=Default2025.11 | 58.8 | 9.7 | |
| EXITSettings=Default2025.11 | 57.9 | 9.7 | |
| LSTMSettings=Default2025.11 | 54 | 10.1 | |
| Neural FlowSettings=Default2025.11 | 53.3 | 10.2 | |
| ODE-LSTMSettings=Default2025.11 | 51.5 | 11.5 | |
| RNNSettings=Default2025.11 | 49.2 | 12.6 | |
| LEAPSettings=Default2025.11 | 46.6 | 13 |