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LS-Net for Parametric PDEs

To reproduce the numerical results of each model problem, go to the corresponding folder and follow these steps:

  1. Execute Main.py to run the code and train the network. The raw-format results are saved in Saved_models.
  2. Run plot.py to generate the final graphics.

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Pieces of code for the experiments described in the manuscript "A Least-Squares-Based Neural Network (LS-Net) for Solving Linear Parametric PDEs", available at https://arxiv.org/pdf/2410.15089.

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