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researcher

M. Hoepfner

3 papers hereh-index 16779 citations58 works total

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

author position
  • middle author1
  • last author2

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

fields
  • cond-mat.soft1
  • cond-mat.stat-mech1
  • physics.chem-ph1

identity via Semantic Scholar / OpenAlex

activity
20202024
most citedAccelerated Bayesian Inference for Molecular Simulations using Local Gaussian Process Surrogate Models

12 citations · 20 across the 3 of their papers we have counts for

collaborators

3 papers

cond-mat.stat-mech2024★ 6 cited

Bayesian Analysis Reveals the Key to Extracting Pair Potentials from Neutron Scattering Data

Brennon L. Shanks, Harry W. Sullivan, Michael P. Hoepfner

The inverse problem of statistical mechanics is an unsolved, century-old challenge to learn classical pair potentials directly from experimental scattering data. This problem was e…

physics.chem-ph2023★ 12 cited

Accelerated Bayesian Inference for Molecular Simulations using Local Gaussian Process Surrogate Models

B. L. Shanks, H. W. Sullivan, A. R. Shazed +1

While Bayesian inference is the gold standard for uncertainty quantification and propagation, its use within physical chemistry encounters formidable computational barriers. These…

cond-mat.soft2020★ 2 cited

Confinement-mediated phase behavior of hydrocarbon fluids: Insights from Monte Carlo simulations

Jiaoyan Li, Qi Rao, Yidong Xia +2

The phase behavior of hydrocarbon fluids confined in porous media has been reported to deviate significantly from that in the bulk environment due to the existence of sub-10nm pore…

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