Open Access
Table A.2
Chosen hyperparameters for MultiONet.
| Hyperparameter | Cloud | Cloud Parametric | Primordial | Primordial Parametric |
|---|---|---|---|---|
| Scheduler | poly | poly | schedulefree | poly |
| Optimizer | AdamW | AdamW | AdamW | AdamW |
| Loss | MSE | MSE | SmoothL1 | MSE |
| Activation | Mish | ELU | LeakyReLU | PReLU |
| Hidden layers B | 8 | 4 | 3 | 5 |
| Hidden size | 100 | 100 | 160 | 50 |
| Output factor | 50 | 40 | 130 | 74 |
| Hidden layers T | 1 | 4 | 2 | 1 |
| Params branch | - | True | - | True |
| Poly power | 0.647 | 8.20 | - | 2.57 |
| Learning rate | 3.7e-03 | 3.2e-03 | 2.7e-03 | 5.2e-03 |
| Reg. factor | 4.6e-05 | 6.5e-03 | 0.117 | 1.4e-03 |
| Beta | - | - | 0.732 | - |
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