CaLiSym: Learning Symplectic Dynamics of Real-World Systems through Structured Canonical Lifts

Aristotelis Papatheodorou, Pranav Vaidhyanathan, Natalia Ares +2

Physics-informed learning promises data-efficient and stable dynamics prediction, yet its strongest geometric guarantees have largely remained confined to closed conservative syste…