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Daniel S. Karls

7 papers hereh-index 6141 citations15 works total

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

author position
  • first author2
  • middle author5

Across the 7 of 7 papers where every author was matched, so the position is known.

fields
  • cond-mat.mtrl-sci2
  • physics.comp-ph2
  • cs.CL1
  • cs.DC1
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20202024
most citedBayesian, frequentist, and information geometric approaches to parametric uncertainty quantification of classical empirical interatomic potentials

24 citations · 69 across the 7 of their papers we have counts for

collaborators
Showing cond-mat.mtrl-sciShow all

2 papers · 1 filter

cond-mat.mtrl-sci2022★ 22 cited

Automated determination of grain boundary energy and potential-dependence using the OpenKIM framework

Brendon Waters, Daniel S. Karls, Ilia Nikiforov +3

We present a systematic methodology, built within the Open Knowledgebase of Interatomic Models (OpenKIM) framework (https://openkim.org), for quantifying properties of grain bounda…

cond-mat.mtrl-sci2021★ 24 cited

Bayesian, frequentist, and information geometric approaches to parametric uncertainty quantification of classical empirical interatomic potentials

Yonatan Kurniawan, Cody L. Petrie, Kinamo J. Williams +5

In this paper, we consider the problem of quantifying parametric uncertainty in classical empirical interatomic potentials (IPs) using both Bayesian (Markov Chain Monte Carlo) and…

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