Resource efficient certification of system environment entanglement solely from reduced system dynamics
- URL: http://arxiv.org/abs/2510.17140v1
- Date: Mon, 20 Oct 2025 04:17:29 GMT
- Title: Resource efficient certification of system environment entanglement solely from reduced system dynamics
- Authors: Jhen-Dong Lin, Pao-Wen Tu, Kuan-Yi Lee, Neill Lambert, Adam Miranowicz, Franco Nori, Yueh-Nan Chen,
- Abstract summary: Certifying nonclassical correlations presents a major challenge in open quantum systems coupled to inaccessible environments.<n>Recent works have shown that, in autonomous pure dephasing scenarios, quantum discord with the environment can be certified from system-only dynamics.<n>We present a method that enables the certification of system-environment quantum entanglement solely from the reduced dynamics of the system.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Certifying nonclassical correlations typically requires access to all subsystems, presenting a major challenge in open quantum systems coupled to inaccessible environments. Recent works have shown that, in autonomous pure dephasing scenarios, quantum discord with the environment can be certified from system-only dynamics via the Hamiltonian ensemble formulation. However, this approach leaves open whether stronger correlations, such as entanglement, can be certified. Moreover, its reliance on Fourier analysis requires full-time dynamics, which is experimentally resource-intensive and provides limited information about when such correlations are established during evolution. In this work, we present a method that enables the certification of system-environment quantum entanglement solely from the reduced dynamics of the system. The method is based on the theory of mixed-unitary channels and applies to general non-autonomous pure dephasing scenarios. Crucially, it relaxes the need for full-time dynamics, offering a resource-efficient approach that also reveals the precise timing of entanglement generation. We experimentally validate this method on a Quantinuum trapped-ion quantum processor with a controlled-dephasing model. Finally, we highlight its potential as a tool for certifying gravitationally induced entanglement.
Related papers
- Ansatz-Free Learning of Lindbladian Dynamics In Situ [2.380854690607918]
We present the first sample-efficient protocol for learning sparse Lindbladians without assuming a priori structure or locality.<n>Our protocol is ancilla-free, uses only product-state preparations and Pauli-basis measurements, and achieves near-optimal time resolution.
arXiv Detail & Related papers (2026-03-05T18:57:25Z) - Near-Equilibrium Propagation training in nonlinear wave systems [0.0]
Backpropagation learning algorithm, the workhorse of modern artificial intelligence, is notoriously difficult to implement in physical neural networks.<n>We extend EP learning to both discrete and continuous complex-valued wave systems.<n> Numerical studies on standard benchmarks, including a simple logical task and handwritten-digit recognition, demonstrate stable convergence.
arXiv Detail & Related papers (2025-10-17T15:03:07Z) - Towards Quantum Enhanced Adversarial Robustness with Rydberg Reservoir Learning [45.92935470813908]
Quantum computing reservoir (QRC) leverages the high-dimensional, nonlinear dynamics inherent in quantum many-body systems.<n>Recent studies indicate that perturbation quantums based on variational circuits remain susceptible to adversarials.<n>We investigate the first systematic evaluation of adversarial robustness in a QR based learning model.
arXiv Detail & Related papers (2025-10-15T12:17:23Z) - Model-free learning of probability flows: Elucidating the nonequilibrium dynamics of flocking [15.238808518078567]
High dimensionality of the phase space renders traditional computational techniques infeasible for estimating the entropy production rate.
We derive a new physical connection between the probability current and two local definitions of the EPR for inertial systems.
Our results highlight that entropy is consumed on the spatial interface of a flock as the interplay between alignment and fluctuation dynamically creates and annihilates order.
arXiv Detail & Related papers (2024-11-21T17:08:06Z) - Efficiency of Dynamical Decoupling for (Almost) Any Spin-Boson Model [44.99833362998488]
We analytically study the dynamical decoupling of a two-level system coupled with a structured bosonic environment.<n>We find sufficient conditions under which dynamical decoupling works for such systems.<n>Our bounds reproduce the correct scaling in various relevant system parameters.
arXiv Detail & Related papers (2024-09-24T04:58:28Z) - Effective Modeling of Open Quantum Systems by Low-rank Discretization of Structured Environments [0.0]
We pioneer a new strategy to create discrete low-rank models of the system-environment interaction.
We demonstrate the effectiveness of our methodology by combining it with tensor-network methodologies.
The new modeling framework sets the basis for a leap in the analysis of open quantum systems.
arXiv Detail & Related papers (2024-07-26T17:27:09Z) - Non-Markovian Quantum Control via Model Maximum Likelihood Estimation
and Reinforcement Learning [0.0]
We propose a novel approach that incorporates the non-Markovian nature of the environment into a low-dimensional effective reservoir.
We utilize machine learning techniques to learn the effective quantum dynamics more efficiently than traditional tomographic methods.
This approach may not only mitigates the issues of model bias but also provides a more accurate representation of quantum dynamics.
arXiv Detail & Related papers (2024-02-07T18:37:17Z) - Formal Controller Synthesis for Markov Jump Linear Systems with
Uncertain Dynamics [64.72260320446158]
We propose a method for synthesising controllers for Markov jump linear systems.
Our method is based on a finite-state abstraction that captures both the discrete (mode-jumping) and continuous (stochastic linear) behaviour of the MJLS.
We apply our method to multiple realistic benchmark problems, in particular, a temperature control and an aerial vehicle delivery problem.
arXiv Detail & Related papers (2022-12-01T17:36:30Z) - Dynamics with autoregressive neural quantum states: application to
critical quench dynamics [41.94295877935867]
We present an alternative general scheme that enables one to capture long-time dynamics of quantum systems in a stable fashion.
We apply the scheme to time-dependent quench dynamics by investigating the Kibble-Zurek mechanism in the two-dimensional quantum Ising model.
arXiv Detail & Related papers (2022-09-07T15:50:00Z) - Decimation technique for open quantum systems: a case study with
driven-dissipative bosonic chains [62.997667081978825]
Unavoidable coupling of quantum systems to external degrees of freedom leads to dissipative (non-unitary) dynamics.
We introduce a method to deal with these systems based on the calculation of (dissipative) lattice Green's function.
We illustrate the power of this method with several examples of driven-dissipative bosonic chains of increasing complexity.
arXiv Detail & Related papers (2022-02-15T19:00:09Z) - Structure-Preserving Learning Using Gaussian Processes and Variational
Integrators [62.31425348954686]
We propose the combination of a variational integrator for the nominal dynamics of a mechanical system and learning residual dynamics with Gaussian process regression.
We extend our approach to systems with known kinematic constraints and provide formal bounds on the prediction uncertainty.
arXiv Detail & Related papers (2021-12-10T11:09:29Z) - Sparsity in Partially Controllable Linear Systems [56.142264865866636]
We study partially controllable linear dynamical systems specified by an underlying sparsity pattern.
Our results characterize those state variables which are irrelevant for optimal control.
arXiv Detail & Related papers (2021-10-12T16:41:47Z) - Enhancement of quantum correlations and geometric phase for a driven
bipartite quantum system in a structured environment [77.34726150561087]
We study the role of driving in an initial maximally entangled state evolving under a structured environment.
This knowledge can aid the search for physical setups that best retain quantum properties under dissipative dynamics.
arXiv Detail & Related papers (2021-03-18T21:11:37Z) - Quantum mold casting for topological insulating and edge states [0.0]
We study the possibility of transferring fermions from a trivial system as particle source to an empty system.
We show that this can be realized by a non-Hermitian unidirectional hopping.
Our finding reveals a classical analogy of quench dynamics in quantum matter.
arXiv Detail & Related papers (2021-01-03T10:02:48Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.