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· 2026 · arXiv 2601.04104

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Graph Neural Networks in the Wilson Loop Representation of Abelian Lattice Gauge Theories

cond-mat.str-el · 2026-05-05 · unverdicted · novelty 7.0

A gauge-invariant GNN using Wilson loops as inputs accurately predicts observables and simulates dynamics in Z2 and U(1) lattice gauge models.

Group Convolutional Neural Network for the Low-Energy Spectrum in the Quantum Dimer Model

cond-mat.dis-nn · 2025-05-29

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Graph Neural Networks in the Wilson Loop Representation of Abelian Lattice Gauge Theories cond-mat.str-el · 2026-05-05 · unverdicted · none · ref 32
A gauge-invariant GNN using Wilson loops as inputs accurately predicts observables and simulates dynamics in Z2 and U(1) lattice gauge models.

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