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researcher

L. Stanton

3 papers hereh-index 141.1k citations61 works total

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

author position
  • first author1
  • middle author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG1
  • physics.bio-ph1
  • physics.plasm-ph1
same name
  • L. Stanton — 1 paper

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
20202022
most citedEfficient Learning of Accurate Surrogates for Simulations of Complex Systems

21 citations · 29 across the 2 of their papers we have counts for

collaborators

3 papers

cs.LG2022★ 21 cited

Efficient Learning of Accurate Surrogates for Simulations of Complex Systems

A. Diaw, M. McKerns, I. Sagert +2

Machine learning methods are increasingly used to build computationally inexpensive surrogates for complex physical models. The predictive capability of these surrogates suffers wh…

physics.bio-ph2021★ 8 cited

Dynamic Density Functional Theory of Multicomponent Cellular Membranes

Liam G. Stanton, Tomas Oppelstrup, Timothy S. Carpenter +4

We present a continuum model trained on molecular dynamics (MD) simulations for cellular membranes composed of an arbitrary number of lipid types. The model is constructed within t…

physics.plasm-ph2020

Review of the First Charged-Particle Transport Coefficient Comparison Workshop

P. E. Grabowski, S. B. Hansen, M. S. Murillo +42

We present the results of the first Charged-Particle Transport Coefficient Code Comparison Workshop, which was held in Albuquerque, NM October 4-6, 2016. In this first workshop, sc…

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