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Neural quantum states for emitter dynamics in waveguide QED

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arxiv 2508.08964 v1 pith:GEQELI2U submitted 2025-08-12 quant-ph physics.comp-ph

Neural quantum states for emitter dynamics in waveguide QED

classification quant-ph physics.comp-ph
keywords quantumsystemsemittersopenapproachdynamicsmany-bodyneural
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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Quantum emitters coupled to one-dimensional waveguides constitute a paradigmatic quantum-optical platform for exploring collective phenomena in open quantum many-body systems. For appropriately spaced emitters, they realize the Dicke model, whose characteristic permutation symmetry allows for efficient exact solutions featuring superradiance. When the emitters are arbitrarily spaced, however, this symmetry is lost and general analytical solutions are no longer available. In this work, we introduce a novel numerical method to study the dynamics of such systems by extending the time-dependent neural quantum state (t-NQS) framework to open quantum systems. We benchmark our approach across a range of waveguide QED settings and compare its performance with tensor-network calculations. Our results demonstrate that the t-NQS approach is competitive with other numerical methods and highlight the potential of t-NQSs for studying open quantum many-body systems out of equilibrium.

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Cited by 3 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score.

  1. Neural network modeling of many-body super- and sub-radiant dynamics

    quant-ph 2026-05 unverdicted novelty 7.0

    Neural quantum states simulate dissipative many-body emission dynamics for approximately 40 atoms in dense 1D and 2D arrays, revealing prominent subradiant behavior at late times.

  2. Robust Superradiance and Spontaneous Spin Ordering in Disordered Waveguide Quantum Electrodynamics

    quant-ph 2025-10 conditional novelty 7.0

    Superradiance in disordered 1D waveguide QED keeps its ideal N² peak-rate scaling, driven by spins that spontaneously order their phases according to their random positions.

  3. Robust Superradiance and Spontaneous Spin Ordering in Disordered Waveguide Quantum Electrodynamics

    quant-ph 2025-10 unverdicted novelty 6.0

    Superradiant emission remains asymptotically robust to strong disorder in waveguide QED arrays because atoms spontaneously self-organize their spin states to optimize constructive interference.