A gauge-invariant GNN using Wilson loops as inputs accurately predicts observables and simulates dynamics in Z2 and U(1) lattice gauge models.
Fradkin,Field Theories of Condensed Matter Physics, 2nd ed
6 Pith papers cite this work. Polarity classification is still indexing.
6
Pith papers citing it
verdicts
UNVERDICTED 6representative citing papers
Experimental realization of large-scale U(1) quantum spin liquid regions in a 2D analog quantum simulator using ultracold atoms, with evidence from Gauss-law compliance, pinch-point correlations, and many-body coherence over ~100 sites.
MERA tensor networks produce continuously varying effective scaling dimensions along the Z3 chiral clock critical line, starting from 3-state Potts values as the chiral parameter increases.
The diagonal metric response of quantum relative entropy yields a susceptibility that diverges at quantum critical points in spin chains, with square-log divergence in the TFIM and power-law in a non-integrable three-spin Ising chain.
QMC simulations of a hedgehog-suppressed electron-boson model show the electron gap resembles mean-field AF dispersion while preserving symmetries.
Spinon excitations generate direct current via the shift current mechanism in a noncentrosymmetric 1D XXZ antiferromagnet with magnetoelectric coupling.
citing papers explorer
-
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.
-
Dynamical preparation of U(1) quantum spin liquids in an analogue quantum simulator
Experimental realization of large-scale U(1) quantum spin liquid regions in a 2D analog quantum simulator using ultracold atoms, with evidence from Gauss-law compliance, pinch-point correlations, and many-body coherence over ~100 sites.
-
Scaling at Chiral Clock Criticality via Entanglement Renormalization
MERA tensor networks produce continuously varying effective scaling dimensions along the Z3 chiral clock critical line, starting from 3-state Potts values as the chiral parameter increases.
-
Metric response of relative entropy: A universal indicator of quantum criticality
The diagonal metric response of quantum relative entropy yields a susceptibility that diverges at quantum critical points in spin chains, with square-log divergence in the TFIM and power-law in a non-integrable three-spin Ising chain.
-
Quantum Monte Carlo fermion spectroscopy of a non-compact CP$^1$ model
QMC simulations of a hedgehog-suppressed electron-boson model show the electron gap resembles mean-field AF dispersion while preserving symmetries.
-
Spinon shift current in a noncentrosymmetric quantum spin chain
Spinon excitations generate direct current via the shift current mechanism in a noncentrosymmetric 1D XXZ antiferromagnet with magnetoelectric coupling.