Structure-Preserving

PDE and Machine Learning (5): Symplectic Geometry and Structure-Preserving Networks

Standard neural networks violate conservation laws. This article derives Hamiltonian mechanics, symplectic integrators, HNNs, LNNs, and SympNets from the geometry of phase space.