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researcher

Matthew J. Reynolds

4 papers hereh-index 6171 citations9 works total

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

author position
  • first author2
  • middle author2

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

fields
  • math.NA2
  • stat.ML2

identity via Semantic Scholar / OpenAlex

activity
20152022
most citedOn transfer learning of neural networks using bi-fidelity data for uncertainty propagation

10 citations · 17 across the 3 of their papers we have counts for

collaborators
Showing stat.MLShow all

2 papers · 1 filter

stat.ML2022

Bi-fidelity Modeling of Uncertain and Partially Unknown Systems using DeepONets

Subhayan De, Matthew Reynolds, Malik Hassanaly +2

Recent advances in modeling large-scale complex physical systems have shifted research focuses towards data-driven techniques. However, generating datasets by simulating complex sy…

stat.ML2020★ 10 cited

On transfer learning of neural networks using bi-fidelity data for uncertainty propagation

Subhayan De, Jolene Britton, Matthew Reynolds +3

Due to their high degree of expressiveness, neural networks have recently been used as surrogate models for mapping inputs of an engineering system to outputs of interest. Once tra…

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