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Education/Academic qualification
Eng-Chemical, Doctorate Degree
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Dive into the research topics where Richard Messerly is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Improving Bond Dissociations of Reactive Machine Learning Potentials through Physics-Constrained Data Augmentation
Luan, L. G., Nebgen, B. T., Allen, A. E. A., Hamilton, B. W., Matin, S., Smith, J. S. & Messerly, R. A., Feb 10 2025, In: Journal of Chemical Information and Modeling. 65, 3, p. 1198-1210 13 p.Research output: Contribution to journal › Article › peer-review
Open Access7 Scopus citations -
Including Physics-Informed Atomization Constraints in Neural Networks for Reactive Chemistry
Zhang, S., Chigaev, M., Isayev, O., Messerly, R. A. & Lubbers, N., May 12 2025, In: Journal of Chemical Information and Modeling. 65, 9, p. 4367-4380 14 p.Research output: Contribution to journal › Article › peer-review
Open Access4 Scopus citations -
Multi-fidelity learning for interatomic potentials: low-level forces and high-level energies are all you need
Messerly, M., Matin, S., Allen, A. E. A., Nebgen, B., Barros, K., Smith, J. S., Lubbers, N. & Messerly, R., Sep 30 2025, In: Machine Learning: Science and Technology. 6, 3, 035066.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations -
Teacher-student training improves the accuracy and efficiency of machine learning interatomic potentials
Matin, S., Allen, A. E. A., Shinkle, E., Pachalieva, A., Craven, G. T., Nebgen, B., Smith, J. S., Messerly, R., Li, Y. W., Tretiak, S., Barros, K. & Lubbers, N., Sep 10 2025, In: Digital Discovery. 4, 9, p. 2502-2511 10 p.Research output: Contribution to journal › Article › peer-review
Open Access -
Toward machine learning interatomic potentials for modeling uranium mononitride
Alzate-Vargas, L., Subedi, K. N., Lubbers, N., Cooper, M. W. D., Tutchton, R. M., Gibson, T. & Messerly, R. A., Sep 30 2025, In: Machine Learning: Science and Technology. 6, 3, 035064.Research output: Contribution to journal › Article › peer-review
Open Access2 Scopus citations