Cover Image

Uncovering Magnetic Phases with Synthetic Data and Physics-Informed Training

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Medina, Agustin, Arlego, Marcelo, Lamas, Carlos A.
Format:	Preprint
Published:	2025
Subjects:	Strongly Correlated Electrons Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Minimalist Neural Networks training for phase classification in diluted-Ising models
by: Pavioni, G. L. Garcia, et al.
Published: (2023)

Reduced Density Matrices Through Machine Learning
by: Azam, Awwab A., et al.
Published: (2025)

Representability-Aware Neural Networks for Reduced Density Matrices: Application to Fractional Chern Insulators
by: Hart, Justin B., et al.
Published: (2026)

Expert Evaluation of LLM World Models: A High-$T_c$ Superconductivity Case Study
by: Guo, Haoyu, et al.
Published: (2025)

Magnetic Phase Diagrams of Antiferromagnet DyB12 with Jahn-Teller Lattice Instability and Electron Phase Separation
by: Azarevich, A. N., et al.
Published: (2025)

Néel Ordered Magnetic Phases in Bipartite Quasicrystals
by: Ji, Jia-Heng, et al.
Published: (2025)

Magnetic Phase Diagram of Rouaite, Cu$_2$(OH)$_3$NO$_3$
by: Chakkingal, Aswathi Mannathanath, et al.
Published: (2024)

Phase Diagram and Spectroscopic Signatures of a Supersolid in Quantum Ising Magnet K$_2$Co(SeO$_3$)$_2$
by: Chen, Tong, et al.
Published: (2024)

Incommensurate Magnetic Ordered Phase with Enhanced Low-Temperature Magnetic Specific Heat in SmAu$_3$Al$_7$
by: Higashinaka, Ryuji, et al.
Published: (2026)

Emergent Polar Metal Phase in a Van der Waals Mott Magnet
by: Deng, Shiyu, et al.
Published: (2025)

Fracton Spin Liquid and Exotic Frustrated Phases in Ising-like Octochlore Magnets
by: Stern, Matthew, et al.
Published: (2026)

Imaging Intermediate Melting Phases of Dual Magnetic-Field-Stabilized Wigner Crystals
by: Liu, Chaofei, et al.
Published: (2026)

Magnetic Phase Diagram and Skyrmions of the Hubbard Model on the Beta-Mn Type Lattice
by: Kakehashi, Yoshiro
Published: (2024)

High-Magnetic Field Phases in U$_{1-x}$Th$_x$Te$_2$
by: Moir, Camilla M., et al.
Published: (2025)

Uniaxial Pressure Effects, Phase Diagram, and Tricritical Point in the Centrosymmetric Skyrmion Lattice Magnet GdRu$_2$Si$_2$
by: Gries, L., et al.
Published: (2025)

FFT-Accelerated Auxiliary Variable MCMC for Fermionic Lattice Models: A Determinant-Free Approach with $O(N\log N)$ Complexity
by: Kong, Deqian, et al.
Published: (2025)

Solving the Hubbard model with Neural Quantum States
by: Gu, Yuntian, et al.
Published: (2025)

QERNEL: a Scalable Large Electron Model
by: Nazaryan, Khachatur, et al.
Published: (2026)

Principal deuterium Hugoniot via Quantum Monte Carlo and $Δ$-learning
by: Tenti, Giacomo, et al.
Published: (2023)

Non-ergodic Phase Transition in the Global Hysteresis of the Frustrated Magnet DyRu2Si2
by: Yoshimoto, S., et al.
Published: (2025)

Magnetic Phase Diagram of YbRh\textsubscript{2}Si\textsubscript{2}: the Influence of Hyperfine Interactions
by: Knapp, Jan, et al.
Published: (2025)

Mapping the Phase Diagram of a Frustrated Magnet: Degeneracies, Flat Bands, and Canting Cycles on the Pyrochlore Lattice
by: Chung, Kristian Tyn Kai
Published: (2024)

Uncovering the Hidden Ferroaxial Density Wave as the Origin of the Axial Higgs Mode in RTe$_3$
by: Singh, Birender, et al.
Published: (2024)

Three-Band Anderson Lattice Model Reveals Co-Evolution of Topological and Magnetic Phases Driven by Electron Correlation
by: Wang, Zhong-Yi, et al.
Published: (2026)

Field-Tailoring Quantum Materials via Magneto-Synthesis: Metastable Metallic and Magnetically Suppressed Phases in a Trimer Iridate
by: Cao, Tristan R., et al.
Published: (2025)

Strain-Controlled Magnetic Phase Transitions through Anisotropic Exchange Interactions: A Combined DFT and Monte Carlo Study
by: Mandal, Sudip, et al.
Published: (2025)

Ground State Properties of the Doped Kitaev-Heisenberg Chain: Topological Superconducting and Mott Insulating Phases Driven by Magnetic Frustration
by: Agrapidis, Cliò Efthimia, et al.
Published: (2026)

Uncovering hidden Fermi surface instabilities through visualizing unconventional quasiparticle interference in CeTe3
by: Smith, B. R. M., et al.
Published: (2024)

Uncovering field-induced magnetic phase transition by direct observation of the crystal electric-field splitting in a rare-earth magnetic insulator
by: Whitelock, Hope, et al.
Published: (2025)

Learning quantum phase transitions through Topological Data Analysis
by: Tirelli, Andrea, et al.
Published: (2021)

Magnetic fluctuations and superconducting pairing in $\varepsilon$-iron
by: Belozerov, A. S., et al.
Published: (2020)

Magnetic quantum criticality: dynamical mean-field perspective
by: Adler, S., et al.
Published: (2024)

On the Topological Features of the Helical Phase Transition in MnSi
by: Stishov, S. M., et al.
Published: (2025)

Magnetic properties of monolayer, multilayer, and bulk CrTe$_2$
by: Katanin, A. A., et al.
Published: (2024)

Magnetic self-frustration from spontaneous structural distortion
by: Costa, T. Vignau, et al.
Published: (2026)

Magnetic field-temperature competition and quantum criticality in a strange metal
by: Khansili, A., et al.
Published: (2023)

Universality of the {\bf q}=1/2 Orbital Magnetism in the Pseudogap Phase of the High-$T_c$ superconductor $\rm YBa_{2}Cu_{3}O_{6+x}$
by: Bounoua, Dalila, et al.
Published: (2023)

Magnetism and Metallicity in Moiré Transition Metal Dichalcogenides
by: Tscheppe, Patrick, et al.
Published: (2023)

Magnetic Imaging of Macroscopic Spin Chirality Flipping
by: Miao, H., et al.
Published: (2026)

Unconventional Magnetic Oscillations in Kagome Mott Insulators
by: Zheng, Guoxin, et al.
Published: (2023)