Elizabeth Collins-Woodfin | DeepAI

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Featured Co-authors

Elliot Paquette
11 publications
Courtney Paquette
10 publications
Inbar Seroussi
6 publications

research

∙ 08/17/2023

Hitting the High-Dimensional Notes: An ODE for SGD learning dynamics on GLMs and multi-index models

We analyze the dynamics of streaming stochastic gradient descent (SGD) i...

0 Elizabeth Collins-Woodfin, et al. ∙

research

∙ 04/13/2023

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

We give a description of the high-dimensional limit of one-pass single-b...

0 Elizabeth Collins-Woodfin, et al. ∙