Yunfei Huang

Geometric and Physical Constraints Synergistically Enhance Neural PDE Surrogates

Neural PDE surrogates can improve the cost-accuracy tradeoff of classical solvers, but often generalize poorly to new initial conditions and accumulate errors over time. Physical and symmetry constraints have shown promise in closing this performance gap, but existing techniques for imposing these i…