@article{hamiltoniangraphinferencenetworksjointst, title = {Hamiltonian Graph Inference Networks: Joint structure discovery and dynamics prediction for lattice Hamiltonian systems from trajectory data}, author = {Ru Geng and Panayotis Kevrekidis and Yixian Gao and Hong-Kun Zhang and Jian Zu}, year = {2026}, eprint = {2604.23606}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.23606}, }