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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The quadrupolar Kitaev model on the honeycomb lattice shows an extensively degenerate classical manifold and supports gapped or gapless quantum-disordered states via Majorana parton constructions distinguished by symmetry implementations.
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Graph Neural Networks in the Wilson Loop Representation of Abelian Lattice Gauge Theories
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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Exchange-frustrated quadrupoles on the honeycomb lattice: Flavor-wave spectra, classical degeneracies and parton constructions
The quadrupolar Kitaev model on the honeycomb lattice shows an extensively degenerate classical manifold and supports gapped or gapless quantum-disordered states via Majorana parton constructions distinguished by symmetry implementations.