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Empirical Tests of Optimization Assumptions in Deep Learning

Empirical Tests of Optimization Assumptions in Deep Learning

1 July 2024
Hoang Tran
Qinzi Zhang
Ashok Cutkosky
ArXivPDFHTML

Papers citing "Empirical Tests of Optimization Assumptions in Deep Learning"

5 / 5 papers shown
Title
Loss Landscape Characterization of Neural Networks without
  Over-Parametrization
Loss Landscape Characterization of Neural Networks without Over-Parametrization
Rustem Islamov
Niccolò Ajroldi
Antonio Orvieto
Aurélien Lucchi
33
4
0
16 Oct 2024
Understanding Adam Optimizer via Online Learning of Updates: Adam is
  FTRL in Disguise
Understanding Adam Optimizer via Online Learning of Updates: Adam is FTRL in Disguise
Kwangjun Ahn
Zhiyu Zhang
Yunbum Kook
Yan Dai
37
11
0
02 Feb 2024
On the Convergence of AdaGrad(Norm) on $\R^{d}$: Beyond Convexity,
  Non-Asymptotic Rate and Acceleration
On the Convergence of AdaGrad(Norm) on Rd\R^{d}Rd: Beyond Convexity, Non-Asymptotic Rate and Acceleration
Zijian Liu
Ta Duy Nguyen
Alina Ene
Huy Le Nguyen
36
7
0
29 Sep 2022
The Pile: An 800GB Dataset of Diverse Text for Language Modeling
The Pile: An 800GB Dataset of Diverse Text for Language Modeling
Leo Gao
Stella Biderman
Sid Black
Laurence Golding
Travis Hoppe
...
Horace He
Anish Thite
Noa Nabeshima
Shawn Presser
Connor Leahy
AIMat
248
1,986
0
31 Dec 2020
The Loss Surfaces of Multilayer Networks
The Loss Surfaces of Multilayer Networks
A. Choromańska
Mikael Henaff
Michaël Mathieu
Gerard Ben Arous
Yann LeCun
ODL
175
1,184
0
30 Nov 2014
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