Time Series Classification on 18-datasets benchmark suite 50% Missing
72.6AccuracyFlowPath
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FlowPathSettings=Default2025.11 | 72.6 | 3.6 | |
| FlowPathSettings=with Coupling Flow2025.11 | 70.8 | — | |
| FlowPathSettings=with GRU Flow2025.11 | 70.1 | — | |
| FlowPathSettings=with ResNet Flow2025.11 | 69.7 | — | |
| Neural CDESettings=+ MLP2025.11 | 69.5 | — | |
| DualDynamicsSettings=Default2025.11 | 69.1 | 4.9 | |
| GRU-ODESettings=Default2025.11 | 66.4 | 6.5 | |
| Neural CDESettings=Default2025.11 | 66.1 | 7 | |
| GRU-ΔtSettings=Default2025.11 | 65.1 | 6.7 | |
| ANCDESettings=Default2025.11 | 63.9 | 7.6 | |
| Neural RDESettings=Default2025.11 | 63.3 | 7.7 | |
| ODE-RNNSettings=Default2025.11 | 62.6 | 7.2 | |
| GRUSettings=Default2025.11 | 61.1 | 8.2 | |
| GRU-DSettings=Default2025.11 | 58 | 9.7 | |
| EXITSettings=Default2025.11 | 57.8 | 9.5 | |
| Neural FlowSettings=Default2025.11 | 53.7 | 9.4 | |
| LSTMSettings=Default2025.11 | 51.6 | 10.5 | |
| ODE-LSTMSettings=Default2025.11 | 50.1 | 12.1 | |
| RNNSettings=Default2025.11 | 47.1 | 12.9 | |
| LEAPSettings=Default2025.11 | 46.6 | 12.4 |