Open Access
Table A.3
Chosen hyperparameters for LatentNeuralODE.
| Hyperparameter | Cloud | Cloud Parametric | Primordial | Primordial Parametric |
|---|---|---|---|---|
| Scheduler | poly | schedulefree | schedulefree | cosine |
| Optimizer | SGD | SGD | SGD | SGD |
| Loss | MSE | SmoothL1 | MSE | MSE |
| Activation | SiLU | GELU | SiLU | SiLU |
| Coder layers | 8 | 2 | 1 | 1 |
| Coder width | 80 | 180 | 580 | 360 |
| Latent features | 1 | 10 | 9 | 10 |
| ODE layers | 3 | 3 | 6 | 8 |
| ODE width | 250 | 220 | 480 | 220 |
| ODE tanh reg | False | False | True | True |
| Encode params | - | False | - | False |
| Poly power | 3.43 | - | - | - |
| Momentum | 0.143 | 0.075 | 0.274 | 0.331 |
| Learning rate | 3.9e-05 | 4.5e-03 | 5.9e-04 | 2.8e-06 |
| Reg. factor | 3.41 | 3.6e-04 | 9.2e-03 | 6.4e-05 |
| Eta min | - | - | - | 5.3e-04 |
| Beta | - | 14.4 | - | - |
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