Sequence Classification on Bit-stream XOR Equidistant encoding (test)
100AccuracyAugmented LSTM
Evaluation results
| Method | Links | |
|---|---|---|
| Augmented LSTMTime Per epoch (min)=0.62, ODE-based?=No2021.06 | 100 | |
| CT-GRUTime Per epoch (min)=0.80, ODE-based?=No2021.06 | 100 | |
| Bi-directional RNNTime Per epoch (min)=1.82, ODE-based?=No2021.06 | 100 | |
| GRU-DTime Per epoch (min)=0.58, ODE-based?=No2021.06 | 100 | |
| coRNNTime Per epoch (min)=0.57, ODE-based?=No2021.06 | 100 | |
| Lipschitz RNNTime Per epoch (min)=0.63, ODE-based?=No2021.06 | 100 | |
| ODE-LSTMTime Per epoch (min)=1.18, ODE-based?=Yes2021.06 | 100 | |
| LTCTime Per epoch (min)=2.67, ODE-based?=Yes2021.06 | 100 | |
| Cf-STime Per epoch (min)=0.36, ODE-based?=No2021.06 | 100 | |
| CfC-noGateTime Per epoch (min)=0.78, ODE-based?=No2021.06 | 100 | |
| CfCTime Per epoch (min)=0.75, ODE-based?=No2021.06 | 100 | |
| CfC-mmRNNTime Per epoch (min)=1.26, ODE-based?=No2021.06 | 100 | |
| CT-LSTMTime Per epoch (min)=0.86, ODE-based?=No2021.06 | 97.73 | |
| RNN DecayTime Per epoch (min)=0.90, ODE-based?=No2021.06 | 60.28 | |
| PhasedLSTMTime Per epoch (min)=1.22, ODE-based?=No2021.06 | 50.99 | |
| ODE-RNNTime Per epoch (min)=4.11, ODE-based?=Yes2021.06 | 50.47 | |
| CT-RNNTime Per epoch (min)=4.83, ODE-based?=Yes2021.06 | 50.42 | |
| GRU-ODETime Per epoch (min)=1.55, ODE-based?=Yes2021.06 | 50.41 |