Binary sequence classification on Synthetic Equidistant encoding
100AccuracyAugmented LSTM
Evaluation results
| Method | Links | |
|---|---|---|
| Augmented LSTMEpoch Time (min)=0.62, ODE-based=No2026.02 | 100 | |
| CT-GRUEpoch Time (min)=0.80, ODE-based=No2026.02 | 100 | |
| Bi-directional RNNEpoch Time (min)=1.82, ODE-based=No2026.02 | 100 | |
| GRU-DEpoch Time (min)=0.58, ODE-based=No2026.02 | 100 | |
| ODE-LSTMEpoch Time (min)=1.18, ODE-based=Yes2026.02 | 100 | |
| LTCEpoch Time (min)=2.67, ODE-based=Yes2026.02 | 100 | |
| ContiFormerEpoch Time (min)=3.83, ODE-based=Yes2026.02 | 100 | |
| OsciFormerEpoch Time (min)=0.56, ODE-based=No2026.02 | 100 | |
| CT-LSTMEpoch Time (min)=0.86, ODE-based=No2026.02 | 97.73 | |
| RNN DecayEpoch Time (min)=0.90, ODE-based=No2026.02 | 60.28 | |
| ODE-RNNEpoch Time (min)=4.11, ODE-based=Yes2026.02 | 50.47 | |
| CT-RNNEpoch Time (min)=4.83, ODE-based=Yes2026.02 | 50.42 | |
| GRU-ODEEpoch Time (min)=1.55, ODE-based=Yes2026.02 | 50.41 |