Chuizheng Meng*

Physics-aware Difference Graph Networks for Sparsely-Observed Dynamics

Sparsely available data points cause numerical error on finite differences which hinders us from modeling the dynamics of physical systems. The discretization error becomes even larger when the sparse data are irregularly distributed or defined on an unstructured grid, making it hard to build deep l…