Computable R\'enyi mutual information: Area laws and correlations
- URL: http://arxiv.org/abs/2103.01709v2
- Date: Sat, 4 Sep 2021 13:36:28 GMT
- Title: Computable R\'enyi mutual information: Area laws and correlations
- Authors: Samuel O. Scalet, \'Alvaro M. Alhambra, Georgios Styliaris, J. Ignacio
Cirac
- Abstract summary: The mutual information is a measure of classical and quantum correlations of great interest in quantum information.
Here, we consider alternative definitions based on R'enyi divergences.
We show that they obey a thermal area law in great generality, and that they upper bound all correlation functions.
- Score: 0.688204255655161
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: The mutual information is a measure of classical and quantum correlations of
great interest in quantum information. It is also relevant in quantum many-body
physics, by virtue of satisfying an area law for thermal states and bounding
all correlation functions. However, calculating it exactly or approximately is
often challenging in practice. Here, we consider alternative definitions based
on R\'enyi divergences. Their main advantage over their von Neumann counterpart
is that they can be expressed as a variational problem whose cost function can
be efficiently evaluated for families of states like matrix product operators
while preserving all desirable properties of a measure of correlations. In
particular, we show that they obey a thermal area law in great generality, and
that they upper bound all correlation functions. We also investigate their
behavior on certain tensor network states and on classical thermal
distributions.
Related papers
- Dynamical response and time correlation functions in random quantum systems [0.0]
Time-dependent response and correlation functions are studied in random quantum systems composed of infinitely many parts.
The correlation function in individual members of the ensemble are characterised in terms of their probability distribution.
arXiv Detail & Related papers (2024-08-18T09:28:51Z) - Cavity QED materials: Comparison and validation of two linear response theories at arbitrary light-matter coupling strengths [41.94295877935867]
We develop a linear response theory for materials collectively coupled to a cavity that is valid in all regimes of light-matter coupling.
We compare two different approaches to obtain thermal Green functions.
We provide a detailed application of the theory to the Quantum Hall effect and to a collection of magnetic models.
arXiv Detail & Related papers (2024-06-17T18:00:07Z) - Denoising and Extension of Response Functions in the Time Domain [48.52478746418526]
Response functions of quantum systems describe the response of a system to an external perturbation.
In equilibrium and steady-state systems, they correspond to a positive spectral function in the frequency domain.
arXiv Detail & Related papers (2023-09-05T20:26:03Z) - Uncertainty relations in terms of generalized entropies derived from
information diagrams [0.0]
Inequalities between entropies and the index of coincidence form a long-standing direction of researches in classical information theory.
This paper is devoted to entropic uncertainty relations derived from information diagrams.
arXiv Detail & Related papers (2023-05-29T10:41:28Z) - Kernel-based off-policy estimation without overlap: Instance optimality
beyond semiparametric efficiency [53.90687548731265]
We study optimal procedures for estimating a linear functional based on observational data.
For any convex and symmetric function class $mathcalF$, we derive a non-asymptotic local minimax bound on the mean-squared error.
arXiv Detail & Related papers (2023-01-16T02:57:37Z) - One-Shot Distributed Source Simulation: As Quantum as it Can Get [16.75857332621569]
Distributed source simulation is the task where two (or more) parties share some randomness correlated and use local communication to convert this into some target correlation.
We do this by introducing one-shot operational quantities and correlation measures that characterize them.
In doing so, we consider technical points in one-shot network information theory and generalize the support lemma to the classical-quantum setting.
arXiv Detail & Related papers (2023-01-11T04:33:46Z) - Exact thermal properties of free-fermionic spin chains [68.8204255655161]
We focus on spin chain models that admit a description in terms of free fermions.
Errors stemming from the ubiquitous approximation are identified in the neighborhood of the critical point at low temperatures.
arXiv Detail & Related papers (2021-03-30T13:15:44Z) - Covariance Decomposition as a Universal Limit on Correlations in
Networks [2.9443230571766845]
We show that in a network satisfying a certain condition, the covariance matrix of any feasible correlation can be decomposed as a summation of positive semidefinite matrices each of whose terms corresponds to a source in the network.
Our result is universal in the sense that it holds in any physical theory of correlation in networks, including the classical, quantum and all generalized probabilistic theories.
arXiv Detail & Related papers (2021-03-27T08:26:45Z) - Fundamental Limits and Tradeoffs in Invariant Representation Learning [99.2368462915979]
Many machine learning applications involve learning representations that achieve two competing goals.
Minimax game-theoretic formulation represents a fundamental tradeoff between accuracy and invariance.
We provide an information-theoretic analysis of this general and important problem under both classification and regression settings.
arXiv Detail & Related papers (2020-12-19T15:24:04Z) - Correlations of quantum curvature and variance of Chern numbers [0.0]
We show that the correlation function diverges as the inverse of the distance at small separations.
We also define and analyse a correlation function of mixed states, showing that it is finite but singular at small separations.
arXiv Detail & Related papers (2020-12-07T18:00:40Z) - Multipartite Optimized Correlation Measures and Holography [8.594140167290098]
We focus on optimized correlation measures, linear combinations of entropies minimized over all possible purifications of a state that satisfy monotonicity conditions.
We present a procedure to derive such quantities, and construct a menagerie of symmetric optimized correlation measures on three parties.
Some correlation measures vanish only on product states, and thus quantify both classical and quantum correlations.
We then use a procedure motivated by the surface-state correspondence to construct holographic duals for the correlation measures as linear combinations of bulk surfaces.
arXiv Detail & Related papers (2020-07-22T18:00:01Z)
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.