The $\alpha \to 1$ Limit of the Sharp Quantum R\'enyi Divergence
- URL: http://arxiv.org/abs/2102.06576v3
- Date: Mon, 8 Mar 2021 17:11:33 GMT
- Title: The $\alpha \to 1$ Limit of the Sharp Quantum R\'enyi Divergence
- Authors: Bjarne Bergh, Robert Salzmann and Nilanjana Datta
- Abstract summary: Fawzi and Fawzi recently defined the sharp R'enyi divergence, $D_alpha#$, for $alpha in (1, infty)$.
By finding a new expression of the sharp divergence in terms of a minimization of the geometric R'enyi divergence, we show that this limit is equal to the Belavkin-Staszewski relative entropy.
- Score: 6.553031877558699
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Fawzi and Fawzi recently defined the sharp R\'enyi divergence, $D_\alpha^\#$,
for $\alpha \in (1, \infty)$, as an additional quantum R\'enyi divergence with
nice mathematical properties and applications in quantum channel discrimination
and quantum communication. One of their open questions was the limit ${\alpha}
\to 1$ of this divergence. By finding a new expression of the sharp divergence
in terms of a minimization of the geometric R\'enyi divergence, we show that
this limit is equal to the Belavkin-Staszewski relative entropy. Analogous
minimizations of arbitrary generalized divergences lead to a new family of
generalized divergences that we call kringel divergences, and for which we
prove various properties including the data-processing inequality.
Related papers
- Quantum Rényi and $f$-divergences from integral representations [11.74020933567308]
Smooth Csisz'ar $f$-divergences can be expressed as integrals over so-called hockey stick divergences.
We find that the R'enyi divergences defined via our new quantum $f$-divergences are not additive in general.
We derive various inequalities, including new reverse Pinsker inequalities with applications in differential privacy.
arXiv Detail & Related papers (2023-06-21T15:39:38Z) - Correspondence between open bosonic systems and stochastic differential
equations [77.34726150561087]
We show that there can also be an exact correspondence at finite $n$ when the bosonic system is generalized to include interactions with the environment.
A particular system with the form of a discrete nonlinear Schr"odinger equation is analyzed in more detail.
arXiv Detail & Related papers (2023-02-03T19:17:37Z) - A Primal-Dual Approach to Solving Variational Inequalities with General Constraints [54.62996442406718]
Yang et al. (2023) recently showed how to use first-order gradient methods to solve general variational inequalities.
We prove the convergence of this method and show that the gap function of the last iterate of the method decreases at a rate of $O(frac1sqrtK)$ when the operator is $L$-Lipschitz and monotone.
arXiv Detail & Related papers (2022-10-27T17:59:09Z) - Function-space regularized R\'enyi divergences [6.221019624345409]
We propose a new family of regularized R'enyi divergences parametrized by a variational function space.
We prove several properties of these new divergences, showing that they interpolate between the classical R'enyi divergences and IPMs.
We show that the proposed regularized R'enyi divergences inherit features from IPMs such as the ability to compare distributions that are not absolutely continuous.
arXiv Detail & Related papers (2022-10-10T19:18:04Z) - High Probability Bounds for a Class of Nonconvex Algorithms with AdaGrad
Stepsize [55.0090961425708]
We propose a new, simplified high probability analysis of AdaGrad for smooth, non- probability problems.
We present our analysis in a modular way and obtain a complementary $mathcal O (1 / TT)$ convergence rate in the deterministic setting.
To the best of our knowledge, this is the first high probability for AdaGrad with a truly adaptive scheme, i.e., completely oblivious to the knowledge of smoothness.
arXiv Detail & Related papers (2022-04-06T13:50:33Z) - Right mean for the $\alpha-z$ Bures-Wasserstein quantum divergence [0.0]
A new quantum divergence induced from the $alpha-z$ Renyi relative entropy, called the $alpha-z$ Bures-Wasserstein quantum divergence, has been introduced.
We investigate in this paper properties of the right mean, which is a unique minimizer of the weighted sum of $alpha-z$ Bures-Wasserstein quantum divergences to each points.
arXiv Detail & Related papers (2022-01-11T01:21:04Z) - R\'enyi divergence inequalities via interpolation, with applications to
generalised entropic uncertainty relations [91.3755431537592]
We investigate quantum R'enyi entropic quantities, specifically those derived from'sandwiched' divergence.
We present R'enyi mutual information decomposition rules, a new approach to the R'enyi conditional entropy tripartite chain rules and a more general bipartite comparison.
arXiv Detail & Related papers (2021-06-19T04:06:23Z) - Fast Rates for the Regret of Offline Reinforcement Learning [69.23654172273085]
We study the regret of reinforcement learning from offline data generated by a fixed behavior policy in an infinitehorizon discounted decision process (MDP)
We show that given any estimate for the optimal quality function $Q*$, the regret of the policy it defines converges at a rate given by the exponentiation of the $Q*$-estimate's pointwise convergence rate.
arXiv Detail & Related papers (2021-01-31T16:17:56Z) - Relations between different quantum R\'enyi divergences [2.411299055446423]
We investigate relations between the Petz quantum R'enyi divergence $barD_alpha$ and the maximum quantum R'enyi divergence $widehatD_alpha$.
We provide a new proof of the inequality $widetildeD_1(rho | sigma) leqslant widehatD_1(rho | sigma),,$ based on the Araki-Lieb-Thirring
arXiv Detail & Related papers (2020-12-12T09:30:07Z) - Scattering data and bound states of a squeezed double-layer structure [77.34726150561087]
A structure composed of two parallel homogeneous layers is studied in the limit as their widths $l_j$ and $l_j$, and the distance between them $r$ shrinks to zero simultaneously.
The existence of non-trivial bound states is proven in the squeezing limit, including the particular example of the squeezed potential in the form of the derivative of Dirac's delta function.
The scenario how a single bound state survives in the squeezed system from a finite number of bound states in the finite system is described in detail.
arXiv Detail & Related papers (2020-11-23T14:40:27Z) - Defining quantum divergences via convex optimization [12.462608802359936]
We introduce a new quantum R'enyi divergence $D#_alpha$ for $alpha in (1,infty)$ defined in terms of a convex optimization program.
An important property of this new divergence is that its regularization is equal to the sandwiched (also known as the minimal) quantum R'enyi divergence.
arXiv Detail & Related papers (2020-07-24T15:28:44Z)
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.