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2203.02853
Cited By

Spin-Dependent Graph Neural Network Potential for Magnetic Materials

v1v2 (latest)

Spin-Dependent Graph Neural Network Potential for Magnetic Materials

Physical review B (PRB), 2022

6 March 2022

Liangliang Hong

ArXiv (abs)PDF HTML Github

Papers citing "Spin-Dependent Graph Neural Network Potential for Magnetic Materials"

6 / 6 papers shown

AQCat25: Unlocking spin-aware, high-fidelity machine learning potentials for heterogeneous catalysis

AQCat25: Unlocking spin-aware, high-fidelity machine learning potentials for heterogeneous catalysis

Aayush R. Singh

Rudi Plesch

Tyler Sours

...

Thomas Mustard

Kevin Ryczko

Paul Abruzzo

AJ Nish

Aayush R. Singh

351

1

0

27 Oct 2025

A practical guide to machine learning interatomic potentials -- Status and future

A practical guide to machine learning interatomic potentials -- Status and futureCurrent opinion in solid state & materials science (OSSMS), 2025

Siamak Attarian

...

Julia Westermayr

Brandon M. Wood

449

143

0

12 Mar 2025

Renormalization-Inspired Effective Field Neural Networks for Scalable Modeling of Classical and Quantum Many-Body Systems

Renormalization-Inspired Effective Field Neural Networks for Scalable Modeling of Classical and Quantum Many-Body Systems

301

0

0

24 Feb 2025

Accelerating the Training and Improving the Reliability of
Machine-Learned Interatomic Potentials for Strongly Anharmonic Materials
through Active Learning

Accelerating the Training and Improving the Reliability of Machine-Learned Interatomic Potentials for Strongly Anharmonic Materials through Active Learning

Thomas A. R. Purcell

Christian Carbogno

Matthias Scheffler

260

6

0

18 Sep 2024

SpinMultiNet: Neural Network Potential Incorporating Spin Degrees of
Freedom with Multi-Task Learning

SpinMultiNet: Neural Network Potential Incorporating Spin Degrees of Freedom with Multi-Task Learning

Kazuhide Ichikawa

Kensuke Wakasugi

285

1

0

05 Sep 2024

Do Graph Neural Networks Work for High Entropy Alloys?

Do Graph Neural Networks Work for High Entropy Alloys?

Hengrui Zhang

Jie Chen

Wei Chen

151

2

0

29 Aug 2024

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