High-dimensional scaling limits and fluctuations of online least-squares SGD with smooth covariance

3 April 2023

Papers citing "High-dimensional scaling limits and fluctuations of online least-squares SGD with smooth covariance"

5 / 5 papers shown

Title
The High Line: Exact Risk and Learning Rate Curves of Stochastic Adaptive Learning Rate Algorithms Elizabeth Collins-Woodfin Inbar Seroussi Begona García Malaxechebarría Andrew W. Mackenzie Elliot Paquette Courtney Paquette 30 1 0 30 May 2024
Gaussian random field approximation via Stein's method with applications to wide random neural networks Krishnakumar Balasubramanian L. Goldstein Nathan Ross Adil Salim 30 8 0 28 Jun 2023
High-dimensional limit of one-pass SGD on least squares Elizabeth Collins-Woodfin Elliot Paquette 28 3 0 13 Apr 2023
Statistical Inference for Linear Functionals of Online SGD in High-dimensional Linear Regression Bhavya Agrawalla Krishnakumar Balasubramanian Promit Ghosal 25 2 0 20 Feb 2023
Trainability and Accuracy of Neural Networks: An Interacting Particle System Approach Grant M. Rotskoff Eric Vanden-Eijnden 59 118 0 02 May 2018