[ChrisRackauckas]

We have prototypes in Julia for this. The answer is yes, there are tricks you can use to do this effectively.

[astroH]

Could you elaborate a bit more on this? I have thought about employing NNs in this way for quite a while but the thing I never wrapped my head around was ensuring how it generalizes to different problems.