A matched-integrator evaluation of Hamiltonian neural networks on pendulum and Kepler dynamics

Lenick Kemunto Nyabuto, Yae Ulrich Gaba, Birahim Tewe

Hamiltonian Neural Networks (HNNs) parameterize conservative dynamics through a learned scalar Hamiltonian, providing an architectural prior that is absent from generic vector-fiel…