NeuralPDE.jl
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New regularization schemes for improving PINN convergence
https://proceedings.neurips.cc/paper/2021/file/df438e5206f31600e6ae4af72f2725f1-Paper.pdf
We could probably automate the sequence-to-sequence learning with NeuralAdapter https://neuralpde.sciml.ai/dev/pinn/neural_adapter/#Domain-decomposition
Not sure how we could implement the learning convection properly but it would definitely be an interesting project.