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Abinash Nayak

4 papers hereh-index 326 citations13 works total

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

author position
  • sole author4

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.CV1
  • cs.LG1
  • math.NA1
  • math.OC1

identity via Semantic Scholar / OpenAlex

most citedInstabilities in Plug-and-Play (PnP) algorithms from a learned denoiser

1 citations · 2 across the 3 of their papers we have counts for

collaborators

4 papers

cs.CV2021★ 1 cited

Instabilities in Plug-and-Play (PnP) algorithms from a learned denoiser

Abinash Nayak

It's well-known that inverse problems are ill-posed and to solve them meaningfully, one has to employ regularization methods. Traditionally, popular regularization methods are the…

cs.LG2021

Regularizing Instabilities in Image Reconstruction Arising from Learned Denoisers

Abinash Nayak

It's well-known that inverse problems are ill-posed and to solve them meaningfully one has to employ regularization methods. Traditionally, popular regularization methods have been…

math.OC2021★ 1 cited

Interpretation of Plug-and-Play (PnP) algorithms from a different angle

Abinash Nayak

It's well-known that inverse problems are ill-posed and to solve them meaningfully one has to employ regularization methods. Traditionally, the most popular regularization approach…

math.NA2019

A new regularization approach for numerical differentiation

Abinash Nayak

The problem of numerical differentiation can be thought of as an inverse problem by considering it as solving a Volterra equation. It is well known that such inverse integral probl…

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