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相关论文: Quantum R\'enyi and $f$-divergences from integral …

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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…

量子物理 · 物理学 2021-10-12 Bjarne Bergh , Robert Salzmann , Nilanjana Datta

The concept of classical $f$-divergences gives a unified framework to construct and study measures of dissimilarity of probability distributions; special cases include the relative entropy and the R\'enyi divergences. Various quantum…

数学物理 · 物理学 2017-08-08 Fumio Hiai , Milan Mosonyi

Pinsker's inequality sets a lower bound on the Umegaki divergence of two quantum states in terms of their trace distance. In this work, we formulate corresponding estimates for a variety of quantum and classical divergences including…

量子物理 · 物理学 2026-01-16 Kläre Wienecke , Gereon Koßmann , René Schwonnek

Defining suitable quantum extensions of classical divergences often poses a challenge due to the non-commutative nature of quantum information. In this work, we propose a new approach via what we call the layer cake representation. The…

量子物理 · 物理学 2025-07-11 Po-Chieh Liu , Christoph Hirche , Hao-Chung Cheng

Most quantum divergences derive their structure from classical f-divergences or Renyi-type constructions, a dependence that obscures several quantum geometric effects. We introduce a quantum relative-alpha-entropy that extends Umegaki's…

量子物理 · 物理学 2026-04-09 Sayantan Roy , Atin Gayen , Aditi Kar Gangopadhyay , Sugata Gangopadhyay

Distance measures between quantum states like the trace distance and the fidelity can naturally be defined by optimizing a classical distance measure over all measurement statistics that can be obtained from the respective quantum states.…

量子物理 · 物理学 2017-11-09 Mario Berta , Omar Fawzi , Marco Tomamichel

This paper proposes and studies new quantum version of $f$-divergences, a class of convex functionals of a pair of probability distributions including Kullback-Leibler divergence, Rnyi-type relative entropy and so on. There are several…

量子物理 · 物理学 2018-02-07 Keiji Matsumoto

We make a systematic study of standard $f$-divergences in general von Neumann algebras. An important ingredient of our study is to extend Kosaki's variational expression of the relative entropy to an arbitary standard $f$-divergence, from…

数学物理 · 物理学 2018-10-17 Fumio Hiai

Quantum generalizations of R\'enyi's entropies are a useful tool to describe a variety of operational tasks in quantum information processing. Two families of such generalizations turn out to be particularly useful: the Petz quantum R\'enyi…

量子物理 · 物理学 2020-12-16 Raban Iten

Recently, a new definition for quantum $f$-divergences was introduced based on an integral representation. These divergences have shown remarkable properties, for example when investigating contraction coefficients under noisy channels. At…

量子物理 · 物理学 2025-01-08 Salman Beigi , Christoph Hirche , Marco Tomamichel

We obtain formulas for Petz-R\'enyi and Umegaki relative entropy from the idea of distribution of a positive selfadjoint operator. Classical results on R\'enyi and Kullback-Leibler divergences are applied to obtain new results and new…

量子物理 · 物理学 2023-08-15 George Androulakis , Tiju Cherian John

This paper develops systematic approaches to obtain $f$-divergence inequalities, dealing with pairs of probability measures defined on arbitrary alphabets. Functional domination is one such approach, where special emphasis is placed on…

信息论 · 计算机科学 2016-12-06 Igal Sason , Sergio Verdú

Audenaert and Datta recently introduced a two-parameter family of relative R\'{e}nyi entropies, known as the $\alpha$-$z$-relative R\'{e}nyi entropies. The definition of the $\alpha$-$z$-relative R\'{e}nyi entropy unifies all previously…

量子物理 · 物理学 2015-08-05 Mingyan Simon Lin , Marco Tomamichel

We derive a new variational formula for the R\'enyi family of divergences, $R_\alpha(Q\|P)$, between probability measures $Q$ and $P$. Our result generalizes the classical Donsker-Varadhan variational formula for the Kullback-Leibler…

机器学习 · 统计学 2021-07-21 Jeremiah Birrell , Paul Dupuis , Markos A. Katsoulakis , Luc Rey-Bellet , Jie Wang

In this work we introduce a family of transformations, named \textit{divergence transformations}, interpolating between any pair of probability density functions sharing the same support. We prove the remarkable property that the whole…

数学物理 · 物理学 2025-12-15 Razvan Gabriel Iagar , David Puertas-Centeno , Elio V. Toranzo

The sandwiched R\'enyi $\alpha$-divergences of two finite-dimensional quantum states play a distinguished role among the many quantum versions of R\'enyi divergences as the tight quantifiers of the trade-off between the two error…

量子物理 · 物理学 2025-08-12 Fumio Hiai , Milán Mosonyi

The quantum relative entropy is a measure of the distinguishability of two quantum states, and it is a unifying concept in quantum information theory: many information measures such as entropy, conditional entropy, mutual information, and…

量子物理 · 物理学 2021-04-01 Mark M. Wilde

The quantum relative entropy is a measure of the distinguishability of two quantum states, and it is a unifying concept in quantum information theory: many information measures such as entropy, conditional entropy, mutual information, and…

量子物理 · 物理学 2018-08-13 Mark M. Wilde

R\'enyi divergence is related to R\'enyi entropy much like Kullback-Leibler divergence is related to Shannon's entropy, and comes up in many settings. It was introduced by R\'enyi as a measure of information that satisfies almost the same…

信息论 · 计算机科学 2014-04-25 Tim van Erven , Peter Harremoës

Quantum f-divergences are a quantum generalization of the classical notion of f-divergences, and are a special case of Petz' quasi-entropies. Many well known distinguishability measures of quantum states are given by, or derived from,…

数学物理 · 物理学 2017-06-28 F. Hiai , M. Mosonyi , D. Petz , C. Beny
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