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K

Kipton Barros

los alamos national laboratory, theoretical division, los alamos, new mexico, usa

32H-index
225Paper Count
4.9KCitation Count
Published Papers 58
Publication Date
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Multi-fidelity learning for interatomic potentials: low-level forces and high-level energies are all you need*
errMachine Learning: Science and Technology
IF0
err2025-09-29
err0
errOAAI
errMitchell Messerly; Sakib Matin; Alice E A Allen; Benjamin Nebgen; Kipton Barros; Justin S Smith; Nicholas Lubbers; Richard Messerly
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Teacher-student training improves the accuracy and efficiency of machine learning interatomic potentials
errDigital Discovery
IF5.6
err2025-08-07
err0
errOAAI
errSakib Matin; Alice E. A. Allen; Emily Shinkle; Aleksandra Pachalieva; Galen T. Craven; Benjamin Nebgen; Justin S. Smith; Richard Messerly; Ying Wai Li; Sergei Tretiak; Kipton Barros; Nicholas Lubbers
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Electric field driven spin textures in heavy fermion van der Waals magnets
errPHYSICAL REVIEW B
IF3.7
err2025-03-04
err0
PREAI
errVijayvargia, Aayush; Zhang, Hao; Barros, Kipton; Lin, Shi-Zeng; Erten, Onur
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Classical dynamics of the antiferromagnetic Heisenberg S=12 spin ladder
errPHYSICAL REVIEW B
IF3.7
err2024-09-03
err0
PREAI
errDahlbom, David A.; Thomas, Jinu; Johnston, Steven; Barros, Kipton; Batista, Cristian D.
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Learning together: Towards foundation models for machine learning interatomic potentials with meta-learning
errNPJ COMPUTATIONAL MATERIALS
IF11.9
err2024-07-17
err3
errOAAI
errAllen, Alice E. A.; Lubbers, Nicholas; Matin, Sakib; Smith, Justin; Messerly, Richard; Tretiak, Sergei; Barros, Kipton
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errSave
Cubic double perovskites host noncoplanar spin textures
errNPJ QUANTUM MATERIALS
IF6.2
err2024-06-06
err4
errOAAI
errPaddison, Joseph A. M.; Zhang, Hao; Yan, Jiaqiang; Cliffe, Matthew J.; McGuire, Michael A.; Do, Seung-Hwan; Gao, Shang; Stone, Matthew B.; Dahlbom, David; Barros, Kipton; Batista, Cristian D.; Christianson, Andrew D.
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Exploring the frontiers of condensed-phase chemistry with a general reactive machine learning potential
errNATURE CHEMISTRY
IF20.2
err2024-03-07
err22
errOAAI
errZhang, Shuhao; Makos, Malgorzata Z.; Jadrich, Ryan B.; Kraka, Elfi; Barros, Kipton; Nebgen, Benjamin T.; Tretiak, Sergei; Isayev, Olexandr; Lubbers, Nicholas; Messerly, Richard A.; Smith, Justin S.
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Active learning approach to simulations of strongly correlated matter with the ghost Gutzwiller approximation
errPHYSICAL REVIEW RESEARCH
IF4.2
err2024-03-05
err2
errOAAI
errFrank, Marius S.; Artiukhin, Denis G.; Lee, Tsung-Han; Yao, Yongxin; Barros, Kipton; Christiansen, Ove; Lanata, Nicola
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Machine Learning Potentials with the Iterative Boltzmann Inversion: Training to Experiment
errJOURNAL OF CHEMICAL THEORY AND COMPUTATION
IF5.5
err2024-02-02
err10
errOAAI
errMatin, Sakib; Allen, Alice E. A.; Smith, Justin; Lubbers, Nicholas; Jadrich, Ryan B.; Messerly, Richard; Nebgen, Benjamin; Li, Ying Wai; Tretiak, Sergei; Barros, Kipton
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Quantum-to-classical crossover in generalized spin systems: Temperature-dependent spin dynamics of FeI2
errPHYSICAL REVIEW B
IF3.7
err2024-01-26
err7
errOAAI
errDahlbom, D.; Brooks, F. T.; Wilson, M. S.; Chi, S.; Kolesnikov, A. I.; Stone, M. B.; Cao, H.; Li, Y. -w.; Barros, K.; Mourigal, M.; Batista, C. D.; Bai, X.
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Machine Learning Framework for Modeling Exciton Polaritons in Molecular Materials
errJOURNAL OF CHEMICAL THEORY AND COMPUTATION
IF5.5
err2024-01-03
err2
errOAAI
errLi, Xinyang; Lubbers, Nicholas; Tretiak, Sergei; Barros, Kipton; Zhang, Yu
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Synergy of semiempirical models and machine learning in computational chemistry
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2023-09-15
err8
errOAAI
errFedik, Nikita; Nebgen, Benjamin; Lubbers, Nicholas; Barros, Kipton; Kulichenko, Maksim; Li, Ying Wai; Zubatyuk, Roman; Messerly, Richard; Isayev, Olexandr; Tretiak, Sergei
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CP2 skyrmions and skyrmion crystals in realistic quantum magnets
errNATURE COMMUNICATIONS
IF15.7
err2023-06-19
err11
errOAAI
errZhang, Hao; Wang, Zhentao; Dahlbom, David; Barros, Kipton; Batista, Cristian D.
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errSave
Semi-Empirical Shadow Molecular Dynamics: A PyTorch Implementation
errJOURNAL OF CHEMICAL THEORY AND COMPUTATION
IF5.5
err2023-05-10
err1
errOAAI
errKulichenko, Maksim; Barros, Kipton; Lubbers, Nicholas; Fedik, Nikita; Zhou, Guoqing; Tretiak, Sergei; Nebgen, Benjamin; Niklasson, Anders M. N.
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errSave
Lightweight and effective tensor sensitivity for atomistic neural networks
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2023-05-09
err9
errOAAI
errChigaev, Michael; Smith, Justin S. S.; Anaya, Steven; Nebgen, Benjamin; Bettencourt, Matthew; Barros, Kipton; Lubbers, Nicholas
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Charge order in the kagome lattice Holstein model: a hybrid Monte Carlo study
errNPJ QUANTUM MATERIALS
IF6.2
err2023-05-06
err3
errOAAI
errBradley, Owen; Cohen-Stead, Benjamin; Johnston, Steven; Barros, Kipton; Scalettar, Richard T.
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Field-induced spin level crossings within a quasi-XY antiferromagnetic state in Ba2FeSi2O7
errPHYSICAL REVIEW B
IF3.7
err2023-04-21
err3
errOAAI
errLee, Minseong; Schoenemann, Rico; Zhang, Hao; Dahlbom, David; Jang, Tae-Hwan; Do, Seung-Hwan; Christianson, Andrew D.; Cheong, Sang-Wook; Park, Jae-Hoon; Brosha, Eric; Jaime, Marcelo; Barros, Kipton; Batista, Cristian D.; Zapf, Vivien S.
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A hybrid Monte Carlo study of bond-stretching electron-phonon interactions and charge order in BaBiO3
errNPJ COMPUTATIONAL MATERIALS
IF11.9
err2023-03-24
err7
errOAAI
errCohen-Stead, Benjamin; Barros, Kipton; Scalettar, Richard; Johnston, Steven
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Uncertainty-driven dynamics for active learning of interatomic potentials
errNATURE COMPUTATIONAL SCIENCE
IF18.3
err2023-03-06
err39
errOAAI
errKulichenko, Maksim; Barros, Kipton; Lubbers, Nicholas; Li, Ying Wai; Messerly, Richard; Tretiak, Sergei; Smith, Justin S.; Nebgen, Benjamin
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Understanding temperature-dependent SU(3) spin dynamics in the S=1 antiferromagnet Ba2FeSi2O7
errNPJ QUANTUM MATERIALS
IF6.2
err2023-01-12
err6
errOAAI
errDo, Seung-Hwan; Zhang, Hao; Dahlbom, David A.; Williams, Travis J.; Garlea, V. Ovidiu; Hong, Tao; Jang, Tae-Hwan; Cheong, Sang-Wook; Park, Jae-Hoon; Barros, Kipton; Batista, Cristian D.; Christianson, Andrew D.
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Research Directions

No research directions
Co-authors
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