Time Series Classification on 18-datasets benchmark suite 70% Missing
71.8AccuracyFlowPath
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FlowPathSettings=Default2025.11 | 71.8 | 3.5 | |
| DualDynamicsSettings=Default2025.11 | 69.7 | 4.6 | |
| FlowPathSettings=with ResNet Flow2025.11 | 69.3 | — | |
| FlowPathSettings=with Coupling Flow2025.11 | 69.1 | — | |
| FlowPathSettings=with GRU Flow2025.11 | 68.1 | — | |
| GRU-ODESettings=Default2025.11 | 65.9 | 6.3 | |
| Neural CDESettings=+ MLP2025.11 | 65.5 | — | |
| ODE-RNNSettings=Default2025.11 | 65.3 | 5.8 | |
| Neural CDESettings=Default2025.11 | 65.2 | 7 | |
| GRU-ΔtSettings=Default2025.11 | 64.9 | 7.5 | |
| ANCDESettings=Default2025.11 | 63.1 | 7.1 | |
| Neural RDESettings=Default2025.11 | 60.7 | 8.2 | |
| GRUSettings=Default2025.11 | 60.6 | 8.1 | |
| GRU-DSettings=Default2025.11 | 59.9 | 9.4 | |
| EXITSettings=Default2025.11 | 56.4 | 10 | |
| Neural FlowSettings=Default2025.11 | 53.5 | 9.7 | |
| LSTMSettings=Default2025.11 | 50.5 | 10.6 | |
| ODE-LSTMSettings=Default2025.11 | 47.4 | 12.3 | |
| RNNSettings=Default2025.11 | 45.3 | 13.3 | |
| LEAPSettings=Default2025.11 | 45.1 | 12.7 |