Machine learning nonequilibrium electron forces for adiabatic spin
dynamics

Machine learning nonequilibrium electron forces for adiabatic spin dynamics

npj Computational Materials (npj Comput Mater), 2021

22 December 2021

Gia-Wei Chern

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Papers citing "Machine learning nonequilibrium electron forces for adiabatic spin dynamics"

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Title
Learning Degenerate Manifolds of Frustrated Magnets with Boltzmann Machines Jackson C. Glass Gia-Wei Chern AI4CE 200 0 0 25 Nov 2025
Enhanced coarsening of charge density waves induced by electron correlation: Machine-learning enabled large-scale dynamical simulations Yang Yang Chen Cheng Yunhao Fan Gia-Wei Chern 126 1 0 31 Dec 2024
Echo State network for coarsening dynamics of charge density waves Clement Dinh Yunhao Fan Gia-Wei Chern 179 0 0 16 Dec 2024
Machine learning force-field model for kinetic Monte Carlo simulations of itinerant Ising magnets Alexa Tyberg Yunhao Fan Gia-Wei Chern 206 0 0 29 Nov 2024
Machine learning approach for vibronically renormalized electronic band structures Niraj Aryal Sheng Zhang Weiguo Yin Gia-Wei Chern 235 0 0 03 Sep 2024
Kinetics of orbital ordering in cooperative Jahn-Teller models: Machine-learning enabled large-scale simulationsPHYSICAL REVIEW MATERIALS (PRM), 2024 Supriyo Ghosh Sheng Zhang Chen Cheng Gia-Wei Chern 98 3 0 23 May 2024
Coarsening of chiral domains in itinerant electron magnets: A machine learning force field approachPhysical review B (PRB), 2024 Yunhao Fan Sheng Zhang Gia-Wei Chern 88 3 0 18 Mar 2024
Machine learning force-field models for metallic spin glass Menglin Shi Sheng Zhang Gia-Wei Chern AI4CE 93 0 0 28 Nov 2023
Equivariant Neural Networks for Spin Dynamics Simulations of Itinerant Magnets Y. Miyazaki 94 6 0 05 May 2023
Machine learning for phase ordering dynamics of charge density wavesPhysical review B (PRB), 2023 Chen Cheng Sheng Zhang Gia-Wei Chern 87 12 0 06 Mar 2023