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G. Petrova

23 papers hereh-index 274.5k citations91 works total

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

author position
  • sole author1
  • first author3
  • middle author11
  • last author8

Across the 23 of 23 papers where every author was matched, so the position is known.

fields
  • math.NA14
  • cs.LG3
  • math.FA2
  • math.AP1
  • math.OC1
  • math.ST1
same name
  • G. Petrova — 2 papers, h 5

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
20122026
most citedNonlinear Approximation and (Deep) ReLU Networks

102 citations · 116 across the 18 of their papers we have counts for

collaborators
Showing 2021Show all

2 papers · 1 filter

math.NA2021

Lipschitz widths

Guergana Petrova, Przemyslaw Wojtaszczyk

This paper introduces a measure, called Lipschitz widths, of the optimal performance possible of certain nonlinear methods of approximation. It discusses their relation to entropy…

cs.LG2021

Neural Network Approximation of Refinable Functions

Ingrid Daubechies, Ronald DeVore, Nadav Dym +6

In the desire to quantify the success of neural networks in deep learning and other applications, there is a great interest in understanding which functions are efficiently approxi…

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