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collocation-methods

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DiogoRibeiro7 / pinn-rk

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Runge–Kutta Physics-Informed Neural Networks with time-discrete losses (Gauss/Radau/Lobatto) in PyTorch.

torch scientific-computing differential-equations heat-equation butcher-tableau galerkin runge-kutta manufactured-solutions pinn parabolic-equations scientific-ml physics-informed-learning parabolic-pde physics-informed-neural-networks operator-learning numerical-pde time-discretization collocation-methods pde-learning
  • Updated Sep 1, 2026
  • Python

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