Mean square error analysis of stochastic gradient and variance-reduced sampling algorithms

Jianfeng Lu, Xuda Ye, Zhennan Zhou

This paper considers mean square error (MSE) analysis for stochastic gradient sampling algorithms applied to underdamped Langevin dynamics under a global convexity assumption. A no…