• Home
  • Search
  • Neural quantum propagators for driven-dissipative quantum dynamics
  • Open Access IconOpen Access
  • Cite Icon7
  • https://doi.org/10.1103/physrevresearch.7.l012013Copy DOI Icon

Neural quantum propagators for driven-dissipative quantum dynamics

Show More
  • Abstract
  • Highlights & Summary
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Describing the dynamics of strong-laser driven open quantum systems is a very challenging task that requires the solution of highly involved equations of motion. While machine learning techniques are being applied with some success to simulate the time evolution of individual quantum states, their use to approximate time-dependent operators (that can evolve various states) remains largely unexplored. In this work, we develop driven (NQP), a universal neural network framework that solves driven-dissipative quantum dynamics by approximating propagators rather than wave functions or density matrices. NQP can handle arbitrary initial quantum states, adapt to various external fields, and simulate long-time dynamics, even when trained on far shorter time windows. Furthermore, by appropriately configuring the external fields, our trained NQP can be transferred to systems governed by different Hamiltonians. We demonstrate the effectiveness of our approach by studying the spin-boson and the three-state transition Gamma models.

Similar Papers
  • PDF
  • Research Article
  • Citations32

Observation of the quantum Gouy phase

  • Oct 06, 2022
  • Nature Photonics
  • Markus Hiekkamäki +3
  • Research Article
  • Citations2

Evolution of microwave quantum states in terms of measurable ordered moments of creation and annihilation operators

  • Mar 01, 2012
  • Optics and Spectroscopy
  • S N Filippov +1
  • Research Article
  • Citations17

Time fractional evolution of a single quantum state and entangled state

  • Apr 20, 2021
  • Chaos, Solitons & Fractals
  • Chuanjin Zu +2
  • Supplementary Content

Brownian Thermal Noise in Interferometric Gravitational Wave Detectors and Single Photon Optomechanics

  • Jan 01, 2013
  • PhDT
  • T Hong
  • Supplementary Content
  • Citations15

Quantum States of a Time-Asymmetric Universe: Wave Function, Density Matrix, and Empirical Equivalence

  • Jan 23, 2019
  • arXiv (Cornell University)
  • Eddy Keming Chen
  • Research Article
  • Citations119

Controlled teleportation of an arbitrary n-qubit quantum information using quantum secret sharing of classical message

  • Nov 28, 2005
  • Physics Letters A
  • Zhan-Jun Zhang
  • Conference Article

Physical Modeling and Correction of Quantum Gyroscope Errors in Precision Spacecraft Attitude Control

  • Jul 25, 2025
  • Evan Duan
  • Research Article
  • Citations54

Density matrix of a quantum field in a particle-creating background

  • Dec 04, 2007
  • Nuclear Physics B
  • S.P Gavrilov +2
  • Book Chapter
  • Citations1

Quantum State Reconstruction

  • Jan 01, 2009
  • Compendium of Quantum Physics
  • Stefan Weigert
  • Book Chapter

Density operators

  • Aug 25, 2023
  • Riccardo Manenti +1
  • Research Article
  • Citations2

Trainable parameterized quantum encoding and application based on enhanced robustness and parallel computing

  • May 31, 2024
  • Chinese Journal of Physics
  • Xiaodong Ding +4
  • Research Article

Universal and Efficient Quantum State Verification via Schmidt Decomposition and Mutually Unbiased Bases

  • Mar 04, 2026
  • Quantum
  • Yunting Li +1
  • Research Article

Bloch Sphere Representation and Logic Gate Analysis for a Heavy Hole Confined in Semiconductor Two‐Dimensional Quantum Well Systems

  • Dec 31, 2024
  • physica status solidi (b)
  • Tatsuki Tojo +1
  • Conference Article
  • Citations26

<title>Quantum harmonic oscillator state synthesis and analysis</title>

  • May 01, 1997
  • Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE
  • Wayne M Itano +5
  • Research Article
  • Citations52

Entanglement and the speed of evolution of multi-partite quantum systems

  • Feb 28, 2007
  • Journal of Physics A: Mathematical and Theoretical
  • C Zander +3
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.