Chen, Xiwen. 2026. “A Comparative Study of Loss-Level Conservation Constraints in PINNs and Scheme-Level Structure-Preserving Approaches for Hamiltonian Systems”. Frontiers in Computing and Intelligent Systems 17 (3): 84-92. https://doi.org/10.54097/zker2m50.