Doubly minimized sandwiched Renyi mutual information: Properties and operational interpretation from strong converse exponent
- URL: http://arxiv.org/abs/2406.03213v2
- Date: Thu, 20 Feb 2025 08:32:55 GMT
- Title: Doubly minimized sandwiched Renyi mutual information: Properties and operational interpretation from strong converse exponent
- Abstract summary: We prove a novel duality relation for $alphain [frac23,infty]$ by employing Sion's minimax theorem.<n>We show that the doubly minimized sandwiched Renyi mutual information of order $alphain [1,infty]$ attains operational meaning in the context of binary quantum state discrimination.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: In this paper, we deepen the study of properties of the doubly minimized sandwiched Renyi mutual information, which is defined as the minimization of the sandwiched divergence of order $\alpha$ of a fixed bipartite state relative to any product state. In particular, we prove a novel duality relation for $\alpha\in [\frac{2}{3},\infty]$ by employing Sion's minimax theorem, and we prove additivity for $\alpha\in [\frac{2}{3},\infty]$. Previously, additivity was only known for $\alpha\in [1,\infty]$, but has been conjectured for $\alpha\in [\frac{1}{2},\infty]$. Furthermore, we show that the doubly minimized sandwiched Renyi mutual information of order $\alpha\in [1,\infty]$ attains operational meaning in the context of binary quantum state discrimination as it is linked to certain strong converse exponents.
Related papers
- Rényi Entanglement of Purification Is Non-additive [3.151184728006369]
Entanglement of purification is a fundamental measure of total correlations whose additivity remains unresolved.<n>We study its additivity for classical states on two qubits at different Rényi orders.
arXiv Detail & Related papers (2026-08-28T21:54:33Z) - Strong Converse Exponents of Quantum Soft Covering and Privacy Amplification [4.820544933899483]
We find the exact strong converse exponent of quantum soft covering under the sandwiched Rényi divergence for all orders $in[frac12,infty)$.<n>We also find the exact strong converse exponent of privacy amplification against quantum side information under the sandwiched Rényi divergence for $in(2,infty)$.
arXiv Detail & Related papers (2026-08-17T11:54:48Z) - AI-Assisted Discovery of Convex Relaxations via Dual Agents [56.60366723277675]
We show that a lower bound holds for every admissible function and follows from a convex relaxation giving stronger bounds.<n>A theory verifies each agent one and searches for counterexamples, and every reported bound is certified by an explicit dual-feasible point in the interval.
arXiv Detail & Related papers (2026-06-30T06:10:25Z) - Two-Indexed Schatten Quasi-Norms with Applications to Quantum Information Theory [9.048611509540079]
We define 2-indexed $(q,p)$-Schatten quasi-norms for any $q,p > 0$ on operators on a tensor product of Hilbert spaces.<n>For linear maps between spaces of such quasi-norms, we introduce completely bounded quasi-norms and co-quasi-norms.<n>Our results imply a tensorizing notion of reverse hypercontractivity, additivity of the completely bounded minimum output Rényi-$$-entropy for $geqfrac12$ or the Sandwiched Rényi Umlaut information
arXiv Detail & Related papers (2026-04-15T16:35:46Z) - Hardness of High-Dimensional Linear Classification [58.29089693778071]
We establish new exponential in dimension lower bounds for the Maximum Halfspace Discrepancy problem.<n>Both are fundamental problems in computational geometry and machine learning in their exact and approximate forms.
arXiv Detail & Related papers (2026-03-19T15:53:41Z) - Rényi exponent landscape of multipartite entanglement in free-fermion systems [51.56484100374058]
We show that the Rényi tripartite information $I_3() exhibits a qualitatively $exclusion-dependent scaling at small Fermi momentum.<n>A direct consequence is a replica obstruction: $I_m(n)/I_m(1) sim zm-1 to 0$ for all integer $n geq 2$, so the leading von Neumann signal cannot be reconstructed from integer Rényi data.
arXiv Detail & Related papers (2026-03-09T22:27:00Z) - Constructive counterexamples to the additivity of minimum output Rényi entropy of quantum channels for all $p>1$ [0.29465623430708904]
We present explicit quantum channels with strictly sub-additive minimum output R'enyi entropy for all $p>1$.<n>Our example is provided by explicit constructions of linear subspaces with high geometric measure of entanglement.
arXiv Detail & Related papers (2025-10-08T21:02:55Z) - Alternating minimization for computing doubly minimized Petz Renyi mutual information [0.0]
The doubly minimized Petz Renyi mutual information (PRMI) of order $alpha$ is defined as the minimization of the Petz divergence of order $alpha$ of a fixed bipartite quantum state $rho_AB$.<n>To date, no closed-form expression for this measure has been found, necessitating the development of numerical methods for its computation.
arXiv Detail & Related papers (2025-07-07T17:11:58Z) - Min-reflected entropy = doubly minimized Petz Renyi mutual information of order 1/2 [0.0]
We put the spotlight on the min-reflected entropy, i.e., the Renyi reflected entropy in the limit $n rightarrow infty$.
We show that, for general bipartite quantum states, this measure is identical to another measure originating from the field of quantum information theory.
arXiv Detail & Related papers (2025-02-25T18:27:38Z) - Towards a Sharp Analysis of Offline Policy Learning for $f$-Divergence-Regularized Contextual Bandits [49.96531901205305]
We analyze $f$-divergence-regularized offline policy learning.<n>For reverse Kullback-Leibler (KL) divergence, we give the first $tildeO(epsilon-1)$ sample complexity under single-policy concentrability.<n>We extend our analysis to dueling bandits, and we believe these results take a significant step toward a comprehensive understanding of $f$-divergence-regularized policy learning.
arXiv Detail & Related papers (2025-02-09T22:14:45Z) - Doubly minimized Petz Renyi mutual information: Properties and operational interpretation from direct exponent [0.0]
The doubly minimized Petz Renyi mutual information of order $alphain (1/2,1)$ is defined as the minimization of the Petz divergence of order $alpha$ of a fixed bipartite quantum state.
We show that the direct exponent of certain binary quantum state discrimination problems is determined by the doubly minimized Petz Renyi mutual information of order $alphain (1/2,1)$.
arXiv Detail & Related papers (2024-06-03T18:01:00Z) - Hidden Minima in Two-Layer ReLU Networks [7.23389716633927]
Two types of infinite families of spurious minima, giving one minimum per $d$, were recently found.
The loss at minima belonging to the first type converges to zero as $d$ increases.
In the second type, the loss remains bounded away from zero.
arXiv Detail & Related papers (2023-12-28T04:27:15Z) - Rigorous derivation of the Efimov effect in a simple model [68.8204255655161]
We consider a system of three identical bosons in $mathbbR3$ with two-body zero-range interactions and a three-body hard-core repulsion of a given radius $a>0$.
arXiv Detail & Related papers (2023-06-21T10:11:28Z) - Horizon-Free and Variance-Dependent Reinforcement Learning for Latent
Markov Decision Processes [62.90204655228324]
We study regret minimization for reinforcement learning (RL) in Latent Markov Decision Processes (LMDPs) with context in hindsight.
We design a novel model-based algorithmic framework which can be instantiated with both a model-optimistic and a value-optimistic solver.
arXiv Detail & Related papers (2022-10-20T21:32:01Z) - Operational Interpretation of the Sandwiched Rényi Divergence of Order 1/2 to 1 as Strong Converse Exponents [5.8303977553652]
We provide the sandwiched R'enyi divergence of order $alphain(frac12,1)$, as well as its induced quantum information quantities.
Specifically, we consider (a) smoothing of the max-relative entropy, (b) quantum privacy amplification, and (c) quantum information decoupling.
Results are given in terms of the sandwiched R'enyi divergence of order $alphain(frac12,1)$, and its induced quantum R'enyi conditional entropy and quantum R'enyi mutual information
arXiv Detail & Related papers (2022-09-01T15:57:10Z) - A Law of Robustness beyond Isoperimetry [84.33752026418045]
We prove a Lipschitzness lower bound $Omega(sqrtn/p)$ of robustness of interpolating neural network parameters on arbitrary distributions.
We then show the potential benefit of overparametrization for smooth data when $n=mathrmpoly(d)$.
We disprove the potential existence of an $O(1)$-Lipschitz robust interpolating function when $n=exp(omega(d))$.
arXiv Detail & Related papers (2022-02-23T16:10:23Z) - Annihilating Entanglement Between Cones [77.34726150561087]
We show that Lorentz cones are the only cones with a symmetric base for which a certain stronger version of the resilience property is satisfied.
Our proof exploits the symmetries of the Lorentz cones and applies two constructions resembling protocols for entanglement distillation.
arXiv Detail & Related papers (2021-10-22T15:02:39Z) - Certifiably Robust Interpretation via Renyi Differential Privacy [77.04377192920741]
We study the problem of interpretation robustness from a new perspective of Renyi differential privacy (RDP)
First, it can offer provable and certifiable top-$k$ robustness.
Second, our proposed method offers $sim10%$ better experimental robustness than existing approaches.
Third, our method can provide a smooth tradeoff between robustness and computational efficiency.
arXiv Detail & Related papers (2021-07-04T06:58:01Z) - 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) - Uncertainty Relations of Variances in View of the Weak Value [1.1699566743796068]
We show that there is another inequality which underlies the Schr"odinger inequality in the same sense.
The decomposition of the Schr"odinger inequality is examined more closely to analyze its structure and the minimal uncertainty states.
arXiv Detail & Related papers (2020-08-07T11:45:43Z) - 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) - R\'{e}nyi and Tsallis entropies of the Dirichlet and Neumann
one-dimensional quantum wells [0.0]
Dirichlet and Neumann boundary conditions (BCs) of 1D quantum well are studied.
For either BC the dependencies of the R'enyi position components on the parameter $alpha$ are the same for all orbitals.
The gap between the thresholds $alpha_TH$ of the two BCs causes different behavior of the R'enyi uncertainty relations as functions of $alpha$.
arXiv Detail & Related papers (2020-03-09T18:34:00Z)
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.