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Physical Review Research

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J. Plasma Phys. (2)Physics of Plasmas (1)

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Embedding physical symmetries into machine-learned reduced plasma physics models via data augmentation

M. C. McGrae-Menge ^1,*, J. R. Pierce ¹, F. Fiuza ², and E. P. Alves ^1,3,†

¹Department of Physics and Astronomy, University of California, Los Angeles, California 90095, USA
²GoLP/Instituto de Plasmas e Fusão Nuclear, Instituto Superior Técnico, Universidade de Lisboa, 1049-001 Lisbon, Portugal
³Mani L. Bhaumik Institute for Theoretical Physics, University of California at Los Angeles, Los Angeles, California 90095, USA

^*Contact author: madoxmm@physics.ucla.edu
^†Contact author: epalves@physics.ucla.edu

Data-driven multi-species heat flux closures for two-stream-unstable plasmas with nonlinear sparse regression

Emil R. Ingelsten, Madox C. McGrae-Menge, E. Paulo Alves, and Istvan Pusztai

Physics of Plasmas 33 042106 (2026)

The machine learning approach to moment closure relations for plasma: a review

Samuel Burles and Enrico Camporeale

J. Plasma Phys. 92 E100 (2026)

A neural operator closure for Landau damping in electrostatic plasma

Samuel Burles, Enrico Camporeale, and Oreste Pezzi

J. Plasma Phys. 92 E149 (2026)

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