Latent dynamics learning on D-P+F
0.1307RMSECFA-CON
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CFA-CONArchitecture=CFA-CON, Size=medium, layers=5, hidden dimension=302024.09 | 0.1307 | — | — | |
| CFA-CON# Parameters=246, Latent dimension (nz)=12, Number of random seeds=32024.09 | 0.1307 | 4.873 | 81.47 | |
| CON-SArchitecture=Coupled Oscillator Network, Size=small, layers=2, hidden dimension=122024.09 | 0.1323 | — | — | |
| CON-MArchitecture=Coupled Oscillator Network, Size=medium, layers=5, hidden dimension=302024.09 | 0.1323 | — | — | |
| CON# Parameters=246, Latent dimension (nz)=12, Number of random seeds=32024.09 | 0.1323 | 4.862 | 80.67 | |
| coRNN2024.09 | 0.1324 | — | — | |
| NODE2024.09 | 0.1324 | — | — | |
| coRNN# Parameters=348, Latent dimension (nz)=12, Number of random seeds=32024.09 | 0.1324 | 4.862 | 82.29 | |
| NODE# Parameters=4404, Latent dimension (nz)=12, Number of random seeds=32024.09 | 0.1324 | 4.861 | 81.01 | |
| GRU2024.09 | 0.1329 | — | — | |
| GRU# Parameters=1968, Latent dimension (nz)=12, Number of random seeds=32024.09 | 0.1329 | 4.858 | 83.4 | |
| RNN2024.09 | 0.1694 | — | — | |
| RNN# Parameters=672, Latent dimension (nz)=12, Number of random seeds=32024.09 | 0.1694 | 4.631 | 70.82 | |
| MECH-NODE2024.09 | 0.171 | — | — | |
| MECH-NODE# Parameters=4032, Latent dimension (nz)=12, Number of random seeds=32024.09 | 0.171 | 4.624 | 71.7 |