activity
20232025
most citedThe High Line: Exact Risk and Learning Rate Curves of Stochastic Adaptive Learning Rate Algorithms

1 citations · 1 across the 4 of their papers we have counts for

collaborators
Showing math.PRShow all

1 paper · 1 filter

math.PR2023

High-dimensional limit of one-pass SGD on least squares

Elizabeth Collins-Woodfin, Elliot Paquette

We give a description of the high-dimensional limit of one-pass single-batch stochastic gradient descent (SGD) on a least squares problem. This limit is taken with non-vanishing st…