On the Compatibility between Neural Networks and Partial Differential Equations for Physics-informed Learning

Kuangdai Leng, Jeyan Thiyagalingam

We shed light on a pitfall and an opportunity in physics-informed neural networks (PINNs). We prove that a multilayer perceptron (MLP) only with ReLU (Rectified Linear Unit) or ReL…