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researcher

Umut Simsekli

49 papers hereh-index 313.2k citations106 works total

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

author position
  • sole author1
  • first author8
  • middle author24
  • last author12

Across the 45 of 49 papers where every author was matched, so the position is known.

fields
  • stat.ML32
  • cs.LG5
  • cs.CV3
  • math.OC3
  • cs.SD2
  • stat.CO2
same name
  • Umut Simsekli — 18 papers, h 4

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
20152024
most citedSpeech enhancement with variational autoencoders and alpha-stable distributions

44 citations · 543 across the 47 of their papers we have counts for

collaborators
Showing 2020 · math.OCShow all

1 paper · 2 filters

math.OC2020★ 38 cited

The Heavy-Tail Phenomenon in SGD

Mert Gurbuzbalaban, Umut Şimşekli, Lingjiong Zhu

In recent years, various notions of capacity and complexity have been proposed for characterizing the generalization properties of stochastic gradient descent (SGD) in deep learnin…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.