Zexi Fan

Physics-Informed Inference Time Scaling for Solving High-Dimensional Partial Differential Equations

Solving high-dimensional partial differential equations (PDEs) is a critical challenge where modern data-driven solvers often lack reliability and rigorous error guarantees. We introduce Simulation-Calibrated Scientific Machine Learning (SCaSML), a framework that systematically improves pre-trained…