Time Series Classification on 18-datasets benchmark suite 30% Missing
74.3AccuracyFlowPath
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FlowPathSettings=Default2025.11 | 74.3 | 3.1 | |
| FlowPathSettings=with ResNet Flow2025.11 | 72.4 | — | |
| DualDynamicsSettings=Default2025.11 | 72 | 4.9 | |
| FlowPathSettings=with Coupling Flow2025.11 | 72 | — | |
| FlowPathSettings=with GRU Flow2025.11 | 71.3 | — | |
| Neural CDESettings=+ MLP2025.11 | 70 | — | |
| Neural CDESettings=Default2025.11 | 67.2 | 7.3 | |
| GRU-ODESettings=Default2025.11 | 66.1 | 6.8 | |
| ANCDESettings=Default2025.11 | 66.1 | 6.8 | |
| Neural RDESettings=Default2025.11 | 64.8 | 6.9 | |
| GRUSettings=Default2025.11 | 63.9 | 8 | |
| GRU-ΔtSettings=Default2025.11 | 63.6 | 7.6 | |
| ODE-RNNSettings=Default2025.11 | 63.2 | 7.3 | |
| EXITSettings=Default2025.11 | 58 | 9.8 | |
| GRU-DSettings=Default2025.11 | 57.9 | 9.8 | |
| LSTMSettings=Default2025.11 | 55.2 | 9.4 | |
| Neural FlowSettings=Default2025.11 | 53.1 | 9.9 | |
| ODE-LSTMSettings=Default2025.11 | 51.8 | 11.4 | |
| RNNSettings=Default2025.11 | 48.4 | 13.3 | |
| LEAPSettings=Default2025.11 | 45.9 | 13.7 |