Can we get the best of physical models and CNNs for geophysical flows?

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We've just posted online a new preprint co-authored with Olivier Pannekoucke on PDE-NetGen 1.0: from symbolic PDE representations of physical processes to trainable neural network representations. Arxiv / Associated code