CoDBench: a critical evaluation of data-driven models for continuous dynamical systems

Abstract

We introduce CoDBench, an exhaustive benchmarking suite comprising 12 state-of-the-art data-driven models for solving differential equations, including 4 distinct categories of models, against 10 widely applicable benchmark datasets encompassing challenges from fluid and solid mechanics.