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2310.03010
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Spectral alignment of stochastic gradient descent for high-dimensional classification tasks
4 October 2023
Gerard Ben Arous
Reza Gheissari
Jiaoyang Huang
Aukosh Jagannath
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Papers citing
"Spectral alignment of stochastic gradient descent for high-dimensional classification tasks"
9 / 9 papers shown
Title
Subspace Langevin Monte Carlo
Tyler Maunu
Jiayi Yao
103
0
0
18 Dec 2024
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
Chengzhi Shi
Liming Pan
Ivan Dokmanić
AI4CE
40
1
0
28 Jul 2024
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?
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
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
Daniel Beaglehole
Ioannis Mitliagkas
Atish Agarwala
MLT
39
2
0
07 Feb 2024
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
A. Choromańska
Mikael Henaff
Michaël Mathieu
Gerard Ben Arous
Yann LeCun
ODL
183
1,185
0
30 Nov 2014
1