Department of Computer Science, George Mason University, Fairfax, VA 22030; School of Mathematical Sciences, Shanghai Jiao Tong University, Shanghai, 200240
Yajie Bao, Amarda Shehu, Mingrui Liu
convolutional neural network;gaussian input;local SGD;global convergence;non-convex optimization
Global Convergence Analysis of Local SGD for Two-layer Neural Network without Overparameterization