Bounding many-body properties under partial information and finite measurement statistics
- URL: http://arxiv.org/abs/2601.10408v1
- Date: Thu, 15 Jan 2026 14:00:03 GMT
- Title: Bounding many-body properties under partial information and finite measurement statistics
- Authors: Luke Mortimer, Leonardo Zambrano, Antonio Acín, Donato Farina,
- Abstract summary: Calculating bounds of properties of many-body quantum systems is of paramount importance, since they guide our understanding of emergent quantum phenomena.<n>Recent semidefinite programming approaches enable probabilistic bounds from finite-shot measurements of easily accessible, yet informationally incomplete, observables.<n>Here we render these methods scalable in the number of qubits by instead utilizing moment-matrix relaxations.
- Score: 0.0
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Calculating bounds of properties of many-body quantum systems is of paramount importance, since they guide our understanding of emergent quantum phenomena and complement the insights obtained from estimation methods. Recent semidefinite programming approaches enable probabilistic bounds from finite-shot measurements of easily accessible, yet informationally incomplete, observables. Here we render these methods scalable in the number of qubits by instead utilizing moment-matrix relaxations. After introducing the general formalism, we show how the approach can be adapted with specific knowledge of the system, such as it being the ground state of a given Hamiltonian, possessing specific symmetries or being the steady state of a given Lindbladian. Our approach defines a scalable real-world certification scheme leveraging semidefinite programming relaxations and experimental estimations which, unavoidably, contain shot noise.
Related papers
- Grassmann Variational Monte Carlo with neural wave functions [45.935798913942904]
We formalize the framework introduced by Pfau et al.citepfau2024accurate in terms of Grassmann geometry of the Hilbert space.<n>We validate our approach on the Heisenberg quantum spin model on the square lattice, achieving highly accurate energies and physical observables for a large number of excited states.
arXiv Detail & Related papers (2025-07-14T13:53:13Z) - Detecting genuine non-Gaussian entanglement [0.0]
Non-Gaussian entanglement is a central challenge for advancing quantum information processing, photonic quantum computing, and metrology.<n>Here, we put forward continuous-variable counterparts of the recently introduced entanglement criteria based on moments of the partially transposed state.<n>Our multicopy method enables the detection of genuine non-Gaussian entanglement for various relevant state families overlooked by standard approaches.
arXiv Detail & Related papers (2025-04-22T12:22:30Z) - Certifying steady-state properties of open quantum systems [0.0]
Estimating the steady-state properties of open many-body quantum systems is a fundamental challenge in quantum science.<n>We present a scalable approach based on semi-definite programming to derive certified bounds.<n>Our method introduces the first general numerical tool for bounding steady-state properties of open quantum dynamics.
arXiv Detail & Related papers (2024-10-17T15:13:12Z) - Enhanced Entanglement in the Measurement-Altered Quantum Ising Chain [43.80709028066351]
Local quantum measurements do not simply disentangle degrees of freedom, but may actually strengthen the entanglement in the system.<n>This paper explores how a finite density of local measurement modifies a given state's entanglement structure.
arXiv Detail & Related papers (2023-10-04T09:51:00Z) - Quantum metrology in the finite-sample regime [0.6299766708197883]
In quantum metrology, the ultimate precision of estimating an unknown parameter is often stated in terms of the Cram'er-Rao bound.
We propose to quantify the quality of a protocol by the probability of obtaining an estimate with a given accuracy.
arXiv Detail & Related papers (2023-07-12T18:00:04Z) - High-dimensional monitoring and the emergence of realism via multiple observers [41.94295877935867]
Correlation is the basic mechanism of every measurement model.<n>We introduce a model that interpolates between weak and strong non-selective measurements for qudits.
arXiv Detail & Related papers (2023-05-13T13:42:19Z) - Continuously Monitored Quantum Systems beyond Lindblad Dynamics [68.8204255655161]
We study the probability distribution of the expectation value of a given observable over the possible quantum trajectories.
The measurements are applied to the entire system, having the effect of projecting the system into a product state.
arXiv Detail & Related papers (2023-05-06T18:09:17Z) - Overlapping qubits from non-isometric maps and de Sitter tensor networks [41.94295877935867]
We show that processes in local effective theories can be spoofed with a quantum system with fewer degrees of freedom.
We highlight how approximate overlapping qubits are conceptually connected to Hilbert space dimension verification, degree-of-freedom counting in black holes and holography.
arXiv Detail & Related papers (2023-04-05T18:08:30Z) - Quantum state inference from coarse-grained descriptions: analysis and
an application to quantum thermodynamics [101.18253437732933]
We compare the Maximum Entropy Principle method, with the recently proposed Average Assignment Map method.
Despite the fact that the assigned descriptions respect the measured constraints, the descriptions differ in scenarios that go beyond the traditional system-environment structure.
arXiv Detail & Related papers (2022-05-16T19:42:24Z) - Performance of the quantum MaxEnt estimation in the presence of physical
symmetries [0.0]
We study the performance of the MaxEnt method for quantum state estimation when there is prior information about symmetries of the unknown state.
We implement this algorithm to carry out numerical simulations estimating the density matrix of several three-qubit states of particular interest for quantum information tasks.
arXiv Detail & Related papers (2021-09-22T15:56:17Z) - Quantum verification and estimation with few copies [63.669642197519934]
The verification and estimation of large entangled systems represents one of the main challenges in the employment of such systems for reliable quantum information processing.
This review article presents novel techniques focusing on a fixed number of resources (sampling complexity) and thus prove suitable for systems of arbitrary dimension.
Specifically, a probabilistic framework requiring at best only a single copy for entanglement detection is reviewed, together with the concept of selective quantum state tomography.
arXiv Detail & Related papers (2021-09-08T18:20:07Z) - Qubit Quantum Metrology with Limited Measurement Resources [0.0]
We find that entanglement between qubits always decreases the uncertainty of an estimation.
In noiseless systems, the quantum advantage decreases as fewer qubits are used in the estimation.
We also find that the presence of strong dephasing noise removes the quantum advantage completely.
arXiv Detail & Related papers (2021-08-05T22:39:33Z) - Gaussian Process States: A data-driven representation of quantum
many-body physics [59.7232780552418]
We present a novel, non-parametric form for compactly representing entangled many-body quantum states.
The state is found to be highly compact, systematically improvable and efficient to sample.
It is also proven to be a universal approximator' for quantum states, able to capture any entangled many-body state with increasing data set size.
arXiv Detail & Related papers (2020-02-27T15:54:44Z)
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.