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researcher

Josef Heindel

3 papers hereh-index 12508 citations36 works total

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

author position
  • middle author3

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

fields
  • physics.chem-ph2
  • cs.LG1

identity via Semantic Scholar / OpenAlex

most citedBeyond potential energy surface benchmarking: a complete application of machine learning to chemical reactivity

1 citations · 2 across the 3 of their papers we have counts for

collaborators

3 papers

physics.chem-ph2023★ 1 cited

Beyond potential energy surface benchmarking: a complete application of machine learning to chemical reactivity

Xingyi Guan, Joseph Heindel, Taehee Ko +2

We train an equivariant machine learning model to predict energies and forces for a real-world study of hydrogen combustion under conditions of finite temperature and pressure. Thi…

physics.chem-ph2023★ 1 cited

Using Diffusion Maps to Analyze Reaction Dynamics for a Hydrogen Combustion Benchmark Dataset

Taehee Ko, Joseph Heindel, Xingyi Guan +3

We use local diffusion maps to assess the quality of two types of collective variables (CVs) for a recently published hydrogen combustion benchmark dataset~\cite{guan2022benchmark}…

cs.LG2020

HydroNet: Benchmark Tasks for Preserving Intermolecular Interactions and Structural Motifs in Predictive and Generative Models for Molecular Data

Sutanay Choudhury, Jenna A. Bilbrey, Logan Ward +5

Intermolecular and long-range interactions are central to phenomena as diverse as gene regulation, topological states of quantum materials, electrolyte transport in batteries, and…

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