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  1. physics-informed-neural-networks physics-informed-neural-networks Public

    PyTorch implementations of Physics-Informed Neural Networks (PINNs) solving forward and inverse PDE problems (Navier-Stokes, Non Linear Schrödinger Equation, Allen-Cahn, Korteweg–de Vries (KdV) equ…

    Jupyter Notebook

  2. lattice_QCD_NN lattice_QCD_NN Public

    A PyTorch framework comparing Lattice Gauge-Equivariant CNNs (L-CNN) with standard CNNs. Demonstrates that hard-coding exact gauge symmetry into network architectures is mathematically required to …

    Python