Convection-Diffusion Equation: A Theoretically Certified Framework for Neural Networks

Tangjun Wang, Chenglong Bao, Zuoqiang Shi

In this paper, we study the partial differential equation models of neural networks. Neural network can be viewed as a map from a simple base model to a complicate function. Based…