Energy-Guided Learning for Heat Equation with Noisy Source: Optimal Estimation and Generalization Bounds

Zixiang Zhou, Xiaohui Chen, Shanghua Teng

Data and the governing partial differential equations (PDEs) of continuous-time dynamical systems provide rich structure for statistical learning. A central challenge is how to int…