ADMM Algorithms for Residual Network Training: Convergence Analysis and Parallel Implementation

Jintao Xu, Yifei Li, Wenxun Xing

We propose both serial and parallel proximal (linearized) alternating direction method of multipliers (ADMM) algorithms for training residual neural networks. In contrast to backpr…