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Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

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This issue is for more of an API discussion before I dig in to implement PINO PDE. Here I provide examples of supposed API for Physics Informed Neural operator (PINO)...

help wanted
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new_algorithm

In the first line of the docs, it says "Physics-Informed Neural Networks for ODE, SDE, RODE, and PDE solving." but I wasn't able to find documentation/examples for SDEs like there...

question

Implementation Physics-informed neural operator method for solve parametric Partial Differential Equations (PDE). It's continue from #806. Checklist: - [ ] 1d - [ ] 2d 3d - [ ] parser...