Unraveling the Kagome Antiferromagnetic 3J Model and Its Materials: An Integrated Approach

arXiv:2609.11745 · cond-mat.str-el · Submitted 2026-09-10 · Read on arXiv

cond-mat.str-el

Submitted: 2026-09-10

Updated: 2026-09-22

Comments: 9+7 pages, 5+7 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Entanglement — 10× in this paper · explained in 3 episodes
• Transformer — 8× in this paper · explained in 2 episodes
• Entanglement Entropy — 6× in this paper · explained in 2 episodes
• Supplemental Material — 4× in this paper
• Robustness — 3× in this paper · explained in 5 episodes
• Anisotropy — 2× in this paper · explained in 3 episodes
• Attention Mechanism — 2× in this paper · explained in 2 episodes
• Phase Transitions — 2× in this paper · explained in 2 episodes
• Symmetry Breaking — 2× in this paper · explained in 3 episodes
• Topological Order — 2× in this paper · explained in 2 episodes
• Vision Transformer (ViT) — 2× in this paper · explained in 2 episodes
• Ab Initio — 1× in this paper · explained in 1 episode
• Accuracy — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Hubbard Model — 1× in this paper · explained in 3 episodes
• Monte Carlo framework — 1× in this paper · explained in 2 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Research Grants Council — 1× in this paper
• Scaling Laws — 1× in this paper · explained in 4 episodes
• Transformer Architecture — 1× in this paper · explained in 2 episodes

Sources

• Z$_{2}$ spin liquid phase on the kagome lattice: a new saddle point
• Evidence for the topological order in a kagome antiferromagnet
• Ab Initio Investigation of Pressure Effects in the Spin-Liquid Candidate Y-Kapellasite
• Thermodynamics of Shastry-Sutherland Model under Magnetic Field
• T-linear specific heat in pressurized and magnetized Shastry-Sutherland Mott insulator SrCu2(BO3)2
• Magnetization Plateaux as a Roadmap to Quantum Spin Liquids
• Cyclotron reonance in a kagome spin liquid candidate material
• Scaling Laws for Neural-Network Quantum States
• Approaching the Thermodynamic Limit with Neural-Network Quantum States
• SGDR: Stochastic Gradient Descent with Warm Restarts

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