Zakhar Shumaylov

Symplectic Neural Flows for Modeling and Discovery

Abstract. Hamilton’s equations are fundamental for modeling complex physical systems, where preserving key properties such as energy and momentum is crucial for reliable long-term simulations. Geometric integrators are widely used for this purpose, but neural network-based method...