On Residual Minimization for PDEs: Failure of PINN, Modified Equation, and Implicit Bias

Tao Luo, Qixuan Zhou

As a popular and easy-to-implement machine learning method for solving differential equations, the physics-informed neural network (PINN) sometimes may fail and find poor solutions…