Frequency-Separable Hamiltonian Neural Network for Multi-Timescale Dynamics

Yaojun Li, Yulong Yang, Christine Allen-Blanchette

While Hamiltonian mechanics provides a powerful inductive bias for neural networks modeling dynamical systems, Hamiltonian Neural Networks and their variants often fail to capture…