Cover Image

Deep Generative Learning of Magnetic Frustration in Artificial Spin Ice from Magnetic Force Microscopy Images

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Neogi, Arnab, Mishra, Suryakant, Iyer, Prasad P, Lu, Tzu-Ming, Bussmann, Ezra, Tretiak, Sergei, Jones, Andrew Crandall, Zhu, Jian-Xin
Format:	Preprint
Published:	2025
Subjects:	Disordered Systems and Neural Networks Materials Science Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Spin Glasses: Disorder, Frustration, and Nonequilibrium Complexity
by: Tahriri, Naeimeh, et al.
Published: (2025)

Frustrated Quantum Magnetism on Complex Networks: What Sets the Total Spin
by: Gopalakrishnan, Preethi, et al.
Published: (2024)

Entanglement Randomness and Gapped Itinerant Carriers in a Frustrated Quantum Magnet
by: Cairns, Luke Pritchard, et al.
Published: (2024)

Active Inference Demonstrated with Artificial Spin Ice
by: Stamps, Robert L., et al.
Published: (2024)

Decorated Clusters and Geometrical Frustration in Cluster Spin Glass: A Random Graph Approach
by: Magalhaes, S. G., et al.
Published: (2025)

Impact of Stealthy Hyperuniform Magnetic Impurity Configurations on Bulk Magnetism in a Two-dimensional Heisenberg Model
by: Asakura, K., et al.
Published: (2026)

Observation of Critical Scaling in Spin Glasses below Tc using the Thermoremanent Magnetization
by: Kenning, G. G., et al.
Published: (2024)

Machine Learned Hückel Theory: Interfacing Physics and Deep Neural Networks
by: Zubatyuk, Tetiana, et al.
Published: (2019)

Nematic Phase of the n-Component Cubic-Spin Spin Glass in d=3: Liquid-Crystal Phase in a Dirty Magnet
by: Artun, E. Can, et al.
Published: (2023)

Frustrated magnets in the limit of infinite dimensions: dynamics and disorder-free glass transition
by: Mauri, Achille, et al.
Published: (2023)

Scaling of Static and Dynamical Properties of Random Anisotropy Magnets
by: Garanin, Dmitry A., et al.
Published: (2024)

Shaping Magnetic Order by Local Frustration for Itinerant Fermions on a Graph
by: S, Revathy B, et al.
Published: (2025)

Magnetic field Controlled Anderson Delocalization in a Spinful Non-Hermitian Chain
by: Sanahal, Moirangthem, et al.
Published: (2026)

Topological Phase Transition and Geometrical Frustration in Fourier Photonic Simulator
by: Sun, Yuxuan, et al.
Published: (2025)

Spin-Dependent Graph Neural Network Potential for Magnetic Materials
by: Yu, Hongyu, et al.
Published: (2022)

Half-Quantized Hall Metal and Marginal Metal in Disordered Magnetic Topological Insulators
by: Bi, Shi-Hao, et al.
Published: (2025)

Multi-Output Convolutional Neural Network for Improved Parameter Extraction in Time-Resolved Electrostatic Force Microscopy Data
by: Breshears, Madeleine D., et al.
Published: (2025)

Frustration from Localized Zhang-Rice States: A Unified Theory of Doping-Driven Magnetic Transitions in Cuprates
by: Wang, Xiaodong, et al.
Published: (2026)

Frustrations on Decorated Square Lattice in Ising Model
by: Kassan-Ogly, F. A., et al.
Published: (2024)

Magnetic properties of diluted hexaferrites
by: Sowadski, Logan, et al.
Published: (2024)

From Thermalization to Multifractality: Spin-Spin Correlation in Disordered $SU(2)$-Invariant 1D Heisenberg Spin Chains
by: Giri, Debasmita, et al.
Published: (2025)

Artificial Spin Ice: A Tutorial on Design and Control of Geometry, Microstate, Magnon Dynamics & Neuromorphic Computing
by: Sultana, Rawnak, et al.
Published: (2025)

Pattern Expansion of Spin Glasses
by: Shen, Mutian, et al.
Published: (2026)

Physics-Informed Deep Image Prior Reconstruction of In-Plane Magnetization from Scanning NV Magnetometry
by: Scholl, Zander, et al.
Published: (2026)

Nonreciprocal Spin-Glass Transition and Aging
by: Lorenzana, Giulia Garcia, et al.
Published: (2024)

Controllable Domain Wall Memories with Magnetic Topological Insulator
by: Hoque, Arifa, et al.
Published: (2025)

Witnessing Disorder in Quantum Magnets
by: Sabharwal, Snigdh, et al.
Published: (2024)

Magnetic doping-induced second-order and first-order topological phase transition inthe photonic alloy
by: Wu, Xianbin, et al.
Published: (2026)

Solving Classical and Quantum Spin Glasses with Deep Boltzmann Quantum States
by: Leone, Luca, et al.
Published: (2026)

Universal Spin Models are Universal Approximators in Machine Learning
by: Reinhart, Tobias, et al.
Published: (2025)

Interpretable Graph Neural Networks for Classifying Structure and Magnetism in Delafossite Compounds
by: Joseph, Jovin Ryan, et al.
Published: (2025)

The Cavity Approach to Parallel Dynamics of Ising Spins on a Graph
by: Neri, I., et al.
Published: (2009)

Driven and Non-Driven Surface Chaos in Spin-Glass Sponges
by: Pektaş, Yiğit Ertaç, et al.
Published: (2023)

A Spin model for global flat-foldability of random origami
by: Nakajima, Chihiro
Published: (2024)

The robustness condition for general disordered discrete time crystals, and subspace-thermal DTCs from phase transitions between different n-tuple DTCs
by: Yu, Hongye, et al.
Published: (2024)

A Complex Network Analysis on The Eigenvalue Spectra of Random Spin Systems
by: Xue, Qiaomu, et al.
Published: (2023)

Rashba Spin-Orbit Coupling and Nonlocal Correlations in Disordered 2D Systems
by: Li, Yongtai, et al.
Published: (2025)

Universal Quantum Suppression in Frustrated Ising Magnets across the Quasi-1D to 2D Crossover via Quantum Annealing
by: Ghosh, Kumar
Published: (2026)

Geodesic learning
by: Barua, Arnab, et al.
Published: (2024)

Spin glasses and the Parisi formula
by: Mourrat, Jean-Christophe
Published: (2025)