Out-of-distribution generalization of deep-learning surrogates for 2D PDE-generated dynamics in the small-data regime

Binh Duong Nguyen, Stefan Sandfeld

Partial differential equations (PDEs) are a central tool for modeling the dynamics of physical, engineering, and materials systems, but high-fidelity simulations are often computat…