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Levent Sagun

15 papers hereh-index 205k citations39 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author10
  • last author4

Across the 15 of 15 papers where every author was matched, so the position is known.

fields
  • cs.LG8
  • stat.ML3
  • cond-mat.dis-nn2
  • cs.CV2
same name
  • Levent Sagun — 3 papers
  • Levent Sagun — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20182025
most citedVision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision

48 citations · 100 across the 9 of their papers we have counts for

collaborators
Showing stat.MLShow all

2 papers · 1 filter

stat.ML2019★ 21 cited

On the Heavy-Tailed Theory of Stochastic Gradient Descent for Deep Neural Networks

Umut Şimşekli, Mert Gürbüzbalaban, Thanh Huy Nguyen +2

The gradient noise (GN) in the stochastic gradient descent (SGD) algorithm is often considered to be Gaussian in the large data regime by assuming that the \emph{classical} central…

stat.ML2018

Comparing Dynamics: Deep Neural Networks versus Glassy Systems

M. Baity-Jesi, L. Sagun, M. Geiger +6

We analyze numerically the training dynamics of deep neural networks (DNN) by using methods developed in statistical physics of glassy systems. The two main issues we address are (…

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