I found the previous Hamiltonian Neural Networks [0]. If the authors are here, I'd be interested to use [1] for a version with dissipation.

[0] https://greydanus.github.io/2019/05/15/hamiltonian-nns/

[1] https://arxiv.org/abs/1902.04598