Classification on BasicMotions 50% Missing
100AccuracyODE-RNN
Evaluation results
| Method | Links | |
|---|---|---|
| ODE-RNNEarly-stopping=false2024.01 | 100 | |
| ODE-RNNRuntime=113.3 ± 0.22024.02 | 100 | |
| Neural LSDESolver=Euler, Runtime=89.4 ± 0.52024.02 | 100 | |
| Neural LNSDESolver=Euler, Runtime=95.0 ± 0.42024.02 | 100 | |
| GRU-ODEEarly-stopping=false2024.01 | 98.3 | |
| Neural CDEEarly-stopping=false2024.01 | 98.3 | |
| ANCDEEarly-stopping=false2024.01 | 98.3 | |
| DualDynamicsEarly-stopping=false2024.01 | 98.3 | |
| GRU-ODERuntime=519.8 ± 0.32024.02 | 98.3 | |
| Neural CDERuntime=102.5 ± 0.32024.02 | 98.3 | |
| ANCDERuntime=360.5 ± 0.52024.02 | 98.3 | |
| Neural GSDESolver=Euler, Runtime=96.4 ± 0.62024.02 | 98.3 | |
| GRU-ΔtEarly-stopping=false2024.01 | 96.7 | |
| TransformerEarly-stopping=false2024.01 | 96.7 | |
| GRU-∆tRuntime=34.4 ± 0.32024.02 | 96.7 | |
| Neural RDEEarly-stopping=false2024.01 | 95 | |
| GRU-DEarly-stopping=false2024.01 | 93.3 | |
| MIAMEarly-stopping=false2024.01 | 93.3 | |
| GRU-DRuntime=42.4 ± 0.32024.02 | 93.3 | |
| MIAMRuntime=41.7 ± 0.62024.02 | 93.3 | |
| GRUEarly-stopping=false2024.01 | 90 | |
| GRURuntime=3.0 ± 0.02024.02 | 90 | |
| MTANEarly-stopping=false2024.01 | 71.7 | |
| ODE-LSTMEarly-stopping=false2024.01 | 71.7 | |
| MTANRuntime=6.2 ± 0.42024.02 | 71.7 | |
| ODE-LSTMRuntime=73.0 ± 0.72024.02 | 71.7 | |
| Neural RDERuntime=93.8 ± 0.42024.02 | 71.7 | |
| LSTMEarly-stopping=false2024.01 | 70 | |
| LSTMRuntime=2.8 ± 0.92024.02 | 70 | |
| RNNEarly-stopping=false2024.01 | 60 | |
| RNNRuntime=2.3 ± 0.12024.02 | 60 | |
| Neural SDESolver=Euler, Runtime=87.4 ± 0.32024.02 | 50 | |
| Neural FlowEarly-stopping=false2024.01 | 43.3 | |
| EXITEarly-stopping=false2024.01 | 41.7 | |
| EXITRuntime=334.5 ± 0.32024.02 | 41.7 | |
| Latent SDERuntime=238.5 ± 0.62024.02 | 35 | |
| LEAPEarly-stopping=false2024.01 | 31.7 | |
| LEAPRuntime=163.0 ± 0.62024.02 | 31.7 |