Scalable Statistical Inference in Stochastic Gradient Descent

Rahul Singh, Abhinek Shukla

Constructing confidence regions for stochastic gradient descent (SGD) ideally requires estimating the asymptotic covariance matrix, a severe computational bottleneck in high dimens…