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README.md

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-# Neural Functional: Learning Function to Scalar Maps for Neural PDE Surrogates
+# Hamiltonian Neural PDE Solvers through Functional Approximation (NeurIPS 2025)
 
 ## 1D Datasets 
 1D data is generated for the 1D Advection and 1D KdV equations, from [Masked Autoencoder are PDE Learners](https://github.com/anthonyzhou-1/mae-pdes) and [Lie Point Symmetry Data Augmentation for Neural PDE Solvers](https://github.com/brandstetter-johannes/LPSDA).