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Ref https://arxiv.org/pdf/2002.10099.pdf
It would be good to have a working example of this paper in the repo and perhaps see what is needed to get it to train. Getting PDEs to train with NeuralPDE might be the way to go here.
cc @avik-pal
nirmal-suthar and avik-pal
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