| # Directory Structure |
| `/data/96IC_pkl`: contains 96 trajectories for 8 different systems. |
| - dt = 0.001 |
| - t_final = 1000 |
| - System dimensions |
| - lorenz, nosehoover, sakaraya, and rossler are all 3 dimensional |
| - hyper lorenz, hyper xu, hyper bao, and hyper wang are 4 dimensional |
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| `model_weights/model_weights_pkl`: contains randomly generated $W_r$ and $W_{in}$ matricies. Contains **separate** $W_{in}$ matricies for systems of dimension 3 and dimension 4 |
| - Reservoir size $N_r = 400$ |
| - $W_r$ density $\rho = 0.02$ |
| - $W_r$ spectral radius $\lambda = 0.8$ |
| - $W_{in}$ pulled from uniform $\mathcal{U}(-0.084, 0.084)$ |
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| `notebooks/open_data_and_weights.ipynb`: instructions to load in trajectories and model weights from pickle files |
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| Other architecture choices: |
| - bias 1.6 (same for every layer) |
| - leak rate 0.6 |
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