Understanding the Theoretical Foundations of Deep Neural Networks through Differential Equations

Hongjue Zhao, Yizhuo Chen, Yuchen Wang +4

Deep neural networks (DNNs) have achieved remarkable empirical success, yet the absence of a principled theoretical foundation continues to hinder their systematic development. In…