Fidelity-Based Smooth Min-Relative Entropy: Properties and Applications
- URL: http://arxiv.org/abs/2305.05859v2
- Date: Tue, 28 May 2024 03:42:25 GMT
- Title: Fidelity-Based Smooth Min-Relative Entropy: Properties and Applications
- Authors: Theshani Nuradha, Mark M. Wilde,
- Abstract summary: We show that the fidelity-based smooth min-relative entropy satisfies several basic properties, including the data-processing inequality.
We also show how the fidelity-based smooth min-relative entropy provides one-shot bounds for operational tasks in general resource theories.
- Score: 5.211732144306638
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: The fidelity-based smooth min-relative entropy is a distinguishability measure that has appeared in a variety of contexts in prior work on quantum information, including resource theories like thermodynamics and coherence. Here we provide a comprehensive study of this quantity. First we prove that it satisfies several basic properties, including the data-processing inequality. We also establish connections between the fidelity-based smooth min-relative entropy and other widely used information-theoretic quantities, including smooth min-relative entropy and smooth sandwiched R\'enyi relative entropy, of which the sandwiched R\'enyi relative entropy and smooth max-relative entropy are special cases. After that, we use these connections to establish the second-order asymptotics of the fidelity-based smooth min-relative entropy and all smooth sandwiched R\'enyi relative entropies, finding that the first-order term is the quantum relative entropy and the second-order term involves the quantum relative entropy variance. Utilizing the properties derived, we also show how the fidelity-based smooth min-relative entropy provides one-shot bounds for operational tasks in general resource theories in which the target state is mixed, with a particular example being randomness distillation. The above observations then lead to second-order expansions of the upper bounds on distillable randomness, as well as the precise second-order asymptotics of the distillable randomness of particular classical-quantum states. Finally, we establish semi-definite programs for smooth max-relative entropy and smooth conditional min-entropy, as well as a bilinear program for the fidelity-based smooth min-relative entropy, which we subsequently use to explore the tightness of a bound relating the last to the first.
Related papers
- The Limits of Pure Exploration in POMDPs: When the Observation Entropy is Enough [40.82741665804367]
We study a simple approach of maximizing the entropy over observations in place true latent states.
We show how knowledge of the latter can be exploited to compute a regularization of the observation entropy to improve principled performance.
arXiv Detail & Related papers (2024-06-18T17:00:13Z) - Asymptotic Equipartition Theorems in von Neumann algebras [24.1712628013996]
We show that the smooth max entropy of i.i.d. states on a von Neumann algebra has an rate given by the quantum relative entropy.
Our AEP not only applies to states, but also to quantum channels with appropriate restrictions.
arXiv Detail & Related papers (2022-12-30T13:42:35Z) - Continuity of quantum entropic quantities via almost convexity [0.24999074238880484]
We use the almost locally affine (ALAFF) method to prove a variety of continuity bounds for the derived entropic quantities.
We conclude by showing some applications of these continuity bounds in various contexts within quantum information theory.
arXiv Detail & Related papers (2022-08-01T15:08:28Z) - Tight Exponential Analysis for Smoothing the Max-Relative Entropy and
for Quantum Privacy Amplification [56.61325554836984]
The max-relative entropy together with its smoothed version is a basic tool in quantum information theory.
We derive the exact exponent for the decay of the small modification of the quantum state in smoothing the max-relative entropy based on purified distance.
arXiv Detail & Related papers (2021-11-01T16:35:41Z) - Entropy Production and the Role of Correlations in Quantum Brownian
Motion [77.34726150561087]
We perform a study on quantum entropy production, different kinds of correlations, and their interplay in the driven Caldeira-Leggett model of quantum Brownian motion.
arXiv Detail & Related papers (2021-08-05T13:11:05Z) - 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) - Optimized quantum f-divergences [6.345523830122166]
I introduce the optimized quantum f-divergence as a related generalization of quantum relative entropy.
I prove that it satisfies the data processing inequality, and the method of proof relies upon the operator Jensen inequality.
One benefit of this approach is that there is now a single, unified approach for establishing the data processing inequality for the Petz--Renyi and sandwiched Renyi relative entropies.
arXiv Detail & Related papers (2021-03-31T04:15:52Z) - Maximum Entropy Reinforcement Learning with Mixture Policies [54.291331971813364]
We construct a tractable approximation of the mixture entropy using MaxEnt algorithms.
We show that it is closely related to the sum of marginal entropies.
We derive an algorithmic variant of Soft Actor-Critic (SAC) to the mixture policy case and evaluate it on a series of continuous control tasks.
arXiv Detail & Related papers (2021-03-18T11:23:39Z) - Catalytic Transformations of Pure Entangled States [62.997667081978825]
Entanglement entropy is the von Neumann entropy of quantum entanglement of pure states.
The relation between entanglement entropy and entanglement distillation has been known only for the setting, and the meaning of entanglement entropy in the single-copy regime has so far remained open.
Our results imply that entanglement entropy quantifies the amount of entanglement available in a bipartite pure state to be used for quantum information processing, giving results an operational meaning also in entangled single-copy setup.
arXiv Detail & Related papers (2021-02-22T16:05:01Z) - The variance of relative surprisal as single-shot quantifier [0.0]
We show that (relative) surprisal gives sufficient conditions for approximate state-transitions between pairs of quantum states in single-shot setting.
We further derive a simple and physically appealing axiomatic single-shot characterization of (relative) entropy.
arXiv Detail & Related papers (2020-09-17T16:06:54Z) - Entropy and relative entropy from information-theoretic principles [24.74754293747645]
We find that every relative entropy must lie between the R'enyi divergences of order $0$ and $infty$.
Our main result is a one-to-one correspondence between entropies and relative entropies.
arXiv Detail & Related papers (2020-06-19T14:50:44Z)
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.