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Spectral alignment of stochastic gradient descent for high-dimensional classification tasks

Spectral alignment of stochastic gradient descent for high-dimensional classification tasks

4 October 2023
Gerard Ben Arous
Reza Gheissari
Jiaoyang Huang
Aukosh Jagannath
ArXivPDFHTML

Papers citing "Spectral alignment of stochastic gradient descent for high-dimensional classification tasks"

9 / 9 papers shown
Title
Subspace Langevin Monte Carlo
Subspace Langevin Monte Carlo
Tyler Maunu
Jiayi Yao
103
0
0
18 Dec 2024
A theoretical perspective on mode collapse in variational inference
A theoretical perspective on mode collapse in variational inference
Roman Soletskyi
Marylou Gabrié
Bruno Loureiro
DRL
34
2
0
17 Oct 2024
A spring-block theory of feature learning in deep neural networks
A spring-block theory of feature learning in deep neural networks
Chengzhi Shi
Liming Pan
Ivan Dokmanić
AI4CE
40
1
0
28 Jul 2024
Linguistic Collapse: Neural Collapse in (Large) Language Models
Linguistic Collapse: Neural Collapse in (Large) Language Models
Robert Wu
Vardan Papyan
48
12
0
28 May 2024
Does SGD really happen in tiny subspaces?
Does SGD really happen in tiny subspaces?
Minhak Song
Kwangjun Ahn
Chulhee Yun
71
5
1
25 May 2024
Unifying Low Dimensional Observations in Deep Learning Through the Deep
  Linear Unconstrained Feature Model
Unifying Low Dimensional Observations in Deep Learning Through the Deep Linear Unconstrained Feature Model
Connall Garrod
Jonathan P. Keating
41
8
0
09 Apr 2024
Feature learning as alignment: a structural property of gradient descent
  in non-linear neural networks
Feature learning as alignment: a structural property of gradient descent in non-linear neural networks
Daniel Beaglehole
Ioannis Mitliagkas
Atish Agarwala
MLT
39
2
0
07 Feb 2024
Deconstructing the Goldilocks Zone of Neural Network Initialization
Deconstructing the Goldilocks Zone of Neural Network Initialization
Artem Vysogorets
Anna Dawid
Julia Kempe
38
1
0
05 Feb 2024
The Loss Surfaces of Multilayer Networks
The Loss Surfaces of Multilayer Networks
A. Choromańska
Mikael Henaff
Michaël Mathieu
Gerard Ben Arous
Yann LeCun
ODL
183
1,185
0
30 Nov 2014
1