Hiroaki Yoshimura

Poisson-Dirac Neural Networks for Modeling Coupled Dynamical Systems across Domains

Deep learning has achieved great success in modeling dynamical systems, providing data-driven simulators to predict complex phenomena, even without known governing equations. However, existing models have two major limitations: their narrow focus on mechanical systems and their tendency to treat sys…