Refining Covariance Matrix Estimation in Stochastic Gradient Descent Through Bias Reduction
arXiv:2604.21203v1 Announce Type: new
Abstract: We study online inference and asymptotic covariance estimation for the stochastic gradient descent (SGD) algorithm. While classical methods (such as plug-in and batch-means estimators) are available, the…