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https://openkim.org/ OpenKIM · Knowledgebase of Interatomic Models · Interatomic Potentials and Force Fields openkim knowledgebase models potentials force https://engineering.uci.edu/events/2006/2/nanomechanics-continuum-theory-based-interatomic-potential Nanomechanics: A Continuum Theory Based on the Interatomic Potential | Samueli School of... a continuum https://warwick.ac.uk/fac/sci/hetsys/newsandevents/events/keynotemay2022/ HetSys-WCPM Keynote Seminar: Building Useful Machine-Learned Interatomic Potentials keynote seminar building useful machine https://www.ctcms.nist.gov/potentials/entry/2016--Borovikov-V-Mendelev-M-I-King-A-H--Cu-Zr/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Ni-Ti/2025--Sharifi-H--Ni-Ti--LAMMPS--ipr1.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://dspace.mit.edu/handle/1721.1/155357?show=full Enhancing Robustness of Neural Network Interatomic Potentials through Sampling Methods and... neural network sampling methods enhancing robustness https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Cu-Mn/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://meetings-archive.aps.org/dpp/2024/uo09/3/ Quantum Accurate Machine Learning Interatomic Potential for Large-scale Simulations of Deuterium... Large-scale molecular dynamics (MD) simulations of inertial confinement fusion (ICF) experiments naturally include atomistic level microscopic physics missing f machine learning https://pubs.rsc.org/en/content/articlelanding/2022/dd/d2dd00008c NewtonNet: a Newtonian message passing network for deep learning of interatomic potentials and... We report a new deep learning message passing network that takes inspiration from Newton's equations of motion to learn interatomic potentials and forces. With... https://www.ctcms.nist.gov/potentials/entry/2007--Mendelev-M-I-Ackland-G-J--Zr-2/2007--Mendelev-M-I--Zr-2--LAMMPS--ipr2.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2008--Zhou-X-W-Zimmerman-J-A-Wong-B-M-Hoyt-J-J--Pd-H/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://impact.ornl.gov/en/publications/publisher-correction-extending-machine-learning-beyond-interatomi/ Publisher Correction: Extending machine learning beyond interatomic potentials for predicting... machine learning publisher correction extending beyond https://www.ctcms.nist.gov/potentials/entry/2013--Zhou-X-W-Ward-D-K-Martin-J-E-et-al--Zn-Cd-Hg-S-Se-Te/2013--Zhou-X-W--Zn-Cd-Hg-S-Se-Te--LAMMPS--ipr1.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://scholars.duke.edu/publication/1638713 Scholars@Duke publication: Machine learned interatomic potentials for ternary carbides trained on... https://www.ctcms.nist.gov/potentials/entry/2014--Zhou-X-W-Foster-M-E-van-Swol-F-B-et-al--Cd-Te-Se/2014--Zhou-X-W--Cd-Te-Se--LAMMPS--ipr1.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2017--Kim-J-S-Seol-D-Ji-J-et-al--Pt-Al/2017--Kim-J-S--Pt-Al--LAMMPS--ipr1.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://lup.lub.lu.se/search/publication/f60b9d16-9e0f-4ae2-98a4-9012665d1233 Real-time observation of X-ray-induced intramolecular and interatomic electronic decay in CH2I2 |... https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Cu-Ti-Mn/2025--Sharifi-H--Cu-Ti-Mn--LAMMPS--ipr1.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2009--Do-E-C-Shin-Y-H-Lee-B-J--In-N/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2015--Purja-Pun-G-P-Yamakov-V-Mishin-Y--Al-Co/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://researchconnect.buffalo.edu/en/publications/machine-learned-interatomic-potentials-for-ternary-carbides-train/ Machine learned interatomic potentials for ternary carbides trained on the AFLOW database - SUNY... https://arxiv.org/abs/2601.06916 [2601.06916] Active Learning Strategies for Efficient Machine-Learned Interatomic Potentials Across... Abstract page for arXiv paper 2601.06916: Active Learning Strategies for Efficient Machine-Learned Interatomic Potentials Across Diverse Material Systems active learning https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Cr-Al/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2025--Ostovari-Moghaddam-A-Fereidonnejad-R-Moaddeli-M-et-al--Zr-Fe/2025--Ostovari-Moghaddam-A--Zr-Fe--LAMMPS--ipr1.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://arxiv.org/abs/2502.07104v1 [2502.07104v1] Uncertainty Quantification for Misspecified Machine Learned Interatomic Potentials Abstract page for arXiv paper 2502.07104v1: Uncertainty Quantification for Misspecified Machine Learned Interatomic Potentials uncertainty quantification machine learned potentials https://ec2-15-222-56-132.ca-central-1.compute.amazonaws.com/definition/interatomic interatomic - Definition and Meaning adjectiveOccurring, operating, or situated between atoms.Existing or acting between atoms, especially those of a single molecule.adjectiveBetween atoms;... definition meaning https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Cr-Al-Fe/2025--Sharifi-H--Cr-Al-Fe--LAMMPS--ipr1.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://meetings-archive.aps.org/mar/2010/p23/7/ Development of an interatomic potential for aluminum oxynitride - Possible suggestions for order... development potential https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Cu-Fe/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Cu-Ti-Ni/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://meetings.aps.org/Meeting/MAR21/Session/J22.4 APS -APS March Meeting 2021 - Event - Data-Driven Interatomic Potentials for Molten Salts aps march meeting event data https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Ni-Co-Al/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://meetings.aps.org/Meeting/MAR06/Session/N42.2 APS -2006 APS March Meeting - Event - Interatomic bond-order potentials for atomistic simulations... march meeting https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Ni-Ti/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2006--Bere-A-Serra-A--Ga-N/2006--Bere-A--Ga-N--LAMMPS--ipr1.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.nanodtc.cam.ac.uk/2024/07/05/modelling-defects-in-ws2-monolayers-using-ml-interatomic-potentials/ Modelling Defects in WS2 Monolayers using ML Interatomic Potentials - NanoDTC Jul 10, 2025 - Modelling Defects in WS2 Monolayers using ML Interatomic Potentials In the realm of mathematics, two-dimensional (2D) spaces are akin to an infinitely thin... modelling defects using ml potentials https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--W-Ni-Co/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://meetings.aps.org/Meeting/MAR24/Session/K60.9 APS -2024 APS March Meeting - Event - Active-Learning for Machine-Learned Interatomic Potentials;... march meeting active learning https://pure.psu.edu/en/publications/variable-charge-many-body-interatomic-potentials/ Variable charge many-body interatomic potentials - Penn State variable charge many body potentials https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Cr-Al-Fe/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://meetings-archive.aps.org/mar/2012/h23/14/ Ab initio-based interatomic potentials for body-centered cubic refractory metals - Instrumentation... A fundamental understanding of transformation and deformation processes in the bcc refractory metals (V, Nb, Ta, Mo, and W) is vital for designing new bcc-based ab initio for body https://experts.illinois.edu/en/publications/a-data-driven-method-for-optimization-of-classical-interatomic-po/ A data-driven method for optimization of classical interatomic potentials - Illinois Experts a data https://impact.ornl.gov/en/publications/teacher-student-training-improves-the-accuracy-and-efficiency-of-/ Teacher-student training improves the accuracy and efficiency of machine learning interatomic... teacher student https://www.ctcms.nist.gov/potentials/entry/2004--Zhou-X-W-Johnson-R-A-Wadley-H-N-G--Ta-Cu/2004--Zhou-X-W--Ta-Cu--LAMMPS--ipr2.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Ti-Al/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://scholars.cityu.edu.hk/en/publications/interatomic-potential-for-vanadium-suitable-for-radiation-damage-/ Interatomic potential for vanadium suitable for radiation damage simulations - CityUHK Scholars radiation damage potential vanadium suitable simulations https://www.ctcms.nist.gov/potentials/entry/2015--Zhou-X-W-Ward-D-K-Foster-M-E--C/2015--Zhou-X-W--C--LAMMPS--ipr1.html Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://shop.elsevier.com/books/interatomic-potentials/torrens/978-0-12-695850-8 Interatomic Potentials - 1st Edition | Elsevier Shop potentials edition elsevier shop https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Cr-Ti-Ni/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://impact.ornl.gov/en/publications/exploring-nacl-puclsub3sub-molten-salts-with-machine-learning-int/ Exploring NaCl-PuCl3 molten salts with machine learning interatomic potentials and graph theory -... https://meetings.aps.org/Meeting/MAR22/Session/M48.3 APS -APS March Meeting 2022 - Event - Scalable Solutions for Training Machine Learned Interatomic... aps march meeting scalable solutions https://www.ctcms.nist.gov/potentials/entry/1990--Ackland-G-J-Vitek-V--Cu/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.nist.gov/publications/facilitating-selection-and-creation-accurate-interatomic-potentials-robust-tools-and Facilitating the selection and creation of accurate interatomic potentials with robust tools and... Nov 10, 2018 - The Materials Genome Initiative seeks to significantly decrease the cost and time of development and integration of new materials. the selection https://www.ctcms.nist.gov/potentials/entry/2018--Jeong-G-U-Park-C-S-Do-H-S-et-al--Pd-Al/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Cr-Ti-Mn/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository https://www.ctcms.nist.gov/potentials/entry/2025--Sharifi-H-Wick-C-D--Co/ Interatomic Potentials Repository This repository provides a source for interatomic potentials (force fields), related files, and evaluation tools to help researchers obtain interatomic models... potentials repository