There is a connection here to mechanistic NNs ( Mechanistic Neural Networks for Scientific Machine Learning ) though I think those are mostly about embedding some kind of ODE system. Through that there is a connection to UDEs ( Universal differential equations in system Biology - #3 by samabbott ) as well of course.
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