cs.LG

Machine Learning Hamiltonian Dynamical Systems with Sparse and Noisy Data

arXiv:2604.17470v1 Announce Type: new
Abstract: Machine learning has become a powerful tool for discovering governing laws of dynamical systems from data. However, most existing approaches degrade severely when observations are sparse, noisy, or irreg…