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Learning heat transport kernels using a nonlocal heat transport theory-informed neural network

Mufei Luo1,*, Charles Heaton1, Yizhen Wang1, Daniel Plummer1, Mila Fitzgerald1, Francesco Miniati2, Sam M. Vinko1, and Gianluca Gregori1

  • 1Department of Physics, University of Oxford, Parks Road, Oxford OX1 3PU, United Kingdom
  • 2Mach42, Robert Robinson Avenue, Oxford Science Park, Oxford OX4 4GP, United Kingdom

  • *Contact author: mufei.luo@physics.ox.ac.uk

Resolution-Robust Machine Learning Heat Flux Closure for Inertial Confinement Fusion Plasmas

M. Luo, A. R. Bell, F. Miniati, S. M. Vinko, and G. Gregori

PRX Intelligence 1 013017 (2026)

Roadmap for warm dense matter physics

Jan Vorberger et al.

Plasma Phys. Control. Fusion 68 073501 (2026)

Time-embedded convolutional neural networks for modeling plasma heat transport

Mufei Luo, Charles Heaton, Yizhen Wang, Daniel Plummer, Mila Fitzgerald, Francesco Miniati, Sam M. Vinko, and Gianluca Gregori

Phys. Rev. E 113 035303 (2026)

Interfaces and Transport Phenomena in Materials Under Extreme Conditions

Yanxi Chen, Run Hu, and Haidong Wang

Materials 19 1910 (2026)

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

Samuel Burles and Enrico Camporeale

J. Plasma Phys. 92 E100 (2026)

Nonlocal current-driven heat flow in ideal plasmas

Nicholas Mitchell, David Chapman, and Grigory Kagan

Phys. Rev. E 112 L053202 (2025)

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