Statistical Inference for Stochastic Gradient Descent: Beyond Finite Variance

Jose Blanchet, Peter Glynn, Wenhao Yang

Stochastic gradient descent (SGD) is foundational to large-scale statistical learning and stochastic optimization. However, in some modern statistical learning problems, stochastic…