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These examples reproduce the results presented in our paper “Discovering Quantum phenomena with Interpretable Machine Learning”, covering simulations across a range of quantum systems:

Experimental snapshots of Rydberg atoms
Classical shadows of the cluster Ising model
Hybrid data of a fermionic system

These are more advanced examples aimed to reproduce the results of our paper. For a more detailed walkthrough of the library, refer to the tutorials on VAEs and symbolic regression.

For exact reproducibility, the examples were run with the following package versions:

jax==0.4.38
jaxlib==0.4.38
netket==3.15.2
flax==0.10.4
optax==0.2.4
CUDA 12.4

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