Lock-Free Optimization for Non-Convex Problems

Shen-Yi Zhao, Gong-Duo Zhang, Wu-Jun Li

Stochastic gradient descent~(SGD) and its variants have attracted much attention in machine learning due to their efficiency and effectiveness for optimization. To handle large-sca…