Junyuan Liu

PEGNet: A Physics-Embedded Graph Network for Long-Term Stable Multiphysics Simulation

Accurate and efficient simulations of physical phenomena governed by partial differential equations (PDEs) are important for scientific and engineering progress. While traditional numerical solvers are powerful, they are often computationally expensive. Recently, data-driven methods have emerged as