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researcher

P. Koutsourelakis

44 papers hereh-index 232.2k citations83 works total

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

author position
  • sole author4
  • first author1
  • middle author8
  • last author30

Across the 43 of 44 papers where every author was matched, so the position is known.

fields
  • stat.ML17
  • cs.CE6
  • physics.comp-ph5
  • stat.CO4
  • math-ph3
  • cs.LG2

identity via Semantic Scholar / OpenAlex

activity
20082026
most citedPhysics-Constrained Deep Learning for High-dimensional Surrogate Modeling and Uncertainty Quantification without Labeled Data

1.1k citations · 1.4k across the 43 of their papers we have counts for

collaborators
Showing 2010 · stat.MLShow all

1 paper · 2 filters

stat.ML2010★ 2 cited

Scalable Bayesian reduced-order models for high-dimensional multiscale dynamical systems

P. S. Koutsourelakis, Elias Bilionis

While existing mathematical descriptions can accurately account for phenomena at microscopic scales (e.g. molecular dynamics), these are often high-dimensional, stochastic and thei…

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