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Seeing moiré: Convolutional network learning applied to twistronics

Diyi Liu1, Mitchell Luskin1, and Stephen Carr2

  • 1School of Mathematics, University of Minnesota-Twin Cities, Minneapolis, Minnesota 55455, USA
  • 2Department of Physics and Brown Theoretical Physics Center, Brown University, Providence, Rhode Island 02912-1843, USA

Hamiltonian learning quantum magnets with dynamical impurity tomography

Netta Karjalainen, Greta Lupi, Rouven Koch, Adolfo O. Fumega, and Jose L. Lado

Phys. Rev. Research 8 033281 (2026)

Electronic band structure of one-dimensional moiré chains

Dmitrii Vorobev, Yiheng Chen, and Grigory M. Tarnopolsky

Phys. Rev. B 113 035154 (2026)

Reconstructing the Hamiltonian from the local density of states using neural networks

Nisarga Paul, Andrew Ma, and Kevin P Nuckolls

J. Phys.: Condens. Matter 38 265502 (2026)

Moiré spintronics: Emergent phenomena, material realization and machine learning accelerating discovery

Fengjun Zhuo, Zhenyu Dai, Kai Chang, Hongxin Yang, and Zhenxiang Cheng

Applied Physics Reviews 13 011315 (2026)

Emerging strategies for moiré systems: new knobs, dimensions, and materials

T Huynh, H Y Lee, and B S Y Kim

2D Mater. 13 022002 (2026)

Review of the tight-binding method applicable to the properties of moiré superlattices

Xueheng Kuang, Federico Escudero, Pierre A. Pantaleón, Francisco Guinea, and Zhen Zhan

Phys. Chem. Chem. Phys. 27 25232 (2025)

Learning the Local Density of States of a Bilayer Moire Material

Diyi Liu, Alexander B. Watson, Michael Hott, Stephen Carr, and Mitchell Luskin

Multiscale Model. Simul. 23 1481 (2025)

Moiré plane wave expansion model for scanning tunneling microscopy simulations of incommensurate two-dimensional materials

M. Le Ster, P. Dabrowski, P. Krukowski, M. Rogala, I. Lutsyk, W. Ryś, T. Märkl, S. A. Brown, J. Sławińska, K. Palotás, and P. J. Kowalczyk

Phys. Rev. B 110 195418 (2024)

Unsupervised representation learning of Kohn–Sham states and consequences for downstream predictions of many-body effects

Bowen Hou, Jinyuan Wu, and Diana Y. Qiu

Nat Commun 15 9481 (2024)

No title available

Efi-Maria Papia, Alex Kondi, and Vassilios Constantoudis

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