Quantitative Error Bounds for Scaling Limits of Stochastic Iterative Algorithms

Xiaoyu Wang, Mikolaj J. Kasprzak, Jeffrey Negrea +2

Stochastic iterative algorithms, including stochastic gradient descent (SGD) and stochastic gradient Langevin dynamics (SGLD), are widely utilized for optimization and sampling in…