Concepedia

Igor Poltavsky

IP

22

Publications

2.4K

Citations

15

H-Index

2005

Active since

Affiliations

University of Luxembourg(Current)

Fritz Haber Institute of the Max Planck Society

Technische Universität Berlin

Korea University

Max Planck Institute for Informatics

Igor Poltavsky is an author at University of Luxembourg specializing in engineering, natural sciences, and physical chemistry.

Top concepts

EngineeringNatural SciencesPhysical ChemistryComputational ChemistryChemistryBiophysicsMolecular DesignQuantum ChemistryApplied PhysicsMolecular Biology

Publications per year

2005–2025

22

Publications

22

Machine learning of accurate energy-conserving molecular force fields

Stefan Chmiela, Alexandre Tkatchenko, Huziel E. Sauceda et al. · Science Advances · 2017 · 1.2K citations · Full text

i-PI 2.0: A universal force engine for advanced molecular simulations

Venkat Kapil, Mariana Rossi, Ondřej Maršálek et al. · Computer Physics Communications · 2018 · 370 citations · Full text

Engineering, Physics, Natural Sciences +12

sGDML: Constructing accurate and data efficient molecular force fields using machine learning

Stefan Chmiela, Huziel E. Sauceda, Igor Poltavsky et al. · Computer Physics Communications · 2019 · 233 citations · Full text

Machine Learning Force Fields: Recent Advances and Remaining Challenges

Igor Poltavsky, Alexandre Tkatchenko · The Journal of Physical Chemistry Letters · 2021 · 118 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +21

A practical guide to machine learning interatomic potentials – Status and future

Ryan Jacobs, Dane Morgan, Siamak Attarian et al. · Current Opinion in Solid State and Materials Science · 2025 · 105 citations · Full text

Engineering, Machine Learning, Data Science +5

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