Binary sequence classification on Synthetic Event-based (irregular) encoding
99.93AccuracyContiFormer
Evaluation results
| Method | Links | |
|---|---|---|
| ContiFormerEpoch Time (min)=3.83, ODE-based=Yes2026.02 | 99.93 | |
| OsciFormerEpoch Time (min)=0.56, ODE-based=No2026.02 | 99.83 | |
| ODE-LSTMEpoch Time (min)=1.18, ODE-based=Yes2026.02 | 98.89 | |
| GRU-DEpoch Time (min)=0.58, ODE-based=No2026.02 | 97.9 | |
| CT-LSTMEpoch Time (min)=0.86, ODE-based=No2026.02 | 95.09 | |
| Bi-directional RNNEpoch Time (min)=1.82, ODE-based=No2026.02 | 90.17 | |
| Augmented LSTMEpoch Time (min)=0.62, ODE-based=No2026.02 | 89.71 | |
| RNN DecayEpoch Time (min)=0.90, ODE-based=No2026.02 | 75.53 | |
| CT-GRUEpoch Time (min)=0.80, ODE-based=No2026.02 | 61.36 | |
| GRU-ODEEpoch Time (min)=1.55, ODE-based=Yes2026.02 | 52.52 | |
| ODE-RNNEpoch Time (min)=4.11, ODE-based=Yes2026.02 | 51.21 | |
| CT-RNNEpoch Time (min)=4.83, ODE-based=Yes2026.02 | 50.79 | |
| LTCEpoch Time (min)=2.67, ODE-based=Yes2026.02 | 49.11 |