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researcher

Umut cSimcsekli

7 papers hereh-index 7234 citations11 works total

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

author position
  • first author1
  • middle author3
  • last author3

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • stat.ML4
  • cs.LG2
  • math.OC1

identity via Semantic Scholar / OpenAlex

activity
20212026
most citedFractal Structure and Generalization Properties of Stochastic Optimization Algorithms

10 citations · 24 across the 7 of their papers we have counts for

collaborators
Showing 2022Show all

1 paper · 1 filter

stat.ML2022★ 3 cited

Chaotic Regularization and Heavy-Tailed Limits for Deterministic Gradient Descent

Soon Hoe Lim, Yijun Wan, Umut Şimşekli

Recent studies have shown that gradient descent (GD) can achieve improved generalization when its dynamics exhibits a chaotic behavior. However, to obtain the desired effect, the s…

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