Distributed Quantum Hypothesis Testing under Zero-rate Communication Constraints
- URL: http://arxiv.org/abs/2410.08937v1
- Date: Fri, 11 Oct 2024 16:03:10 GMT
- Title: Distributed Quantum Hypothesis Testing under Zero-rate Communication Constraints
- Authors: Sreejith Sreekumar, Christoph Hirche, Hao-Chung Cheng, Mario Berta,
- Abstract summary: We study a distributed binary hypothesis testing problem to infer a bipartite quantum state shared between two remote parties.
As our main contribution, we derive an efficiently computable single-letter formula for the Stein's exponent of this problem.
As a key tool for proving the converse direction of our results, we develop a quantum version of the blowing-up lemma.
- Score: 14.29947046463964
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: The trade-offs between error probabilities in quantum hypothesis testing are by now well-understood in the centralized setting, but much less is known for distributed settings. Here, we study a distributed binary hypothesis testing problem to infer a bipartite quantum state shared between two remote parties, where one of these parties communicates classical information to the tester at zero-rate (while the other party communicates classical or quantum information to the tester at zero-rate or higher). As our main contribution, we derive an efficiently computable single-letter formula for the Stein's exponent of this problem, when the state under the alternative is product. For the general case, we show that the Stein's exponent is given by a multi-letter expression involving max-min optimization of regularized measured relative entropy. While this becomes single-letter for the fully classical case, we further prove that this already does not happen in the same way for classical-quantum states in general. As a key tool for proving the converse direction of our results, we develop a quantum version of the blowing-up lemma which may be of independent interest.
Related papers
- A solution of the generalised quantum Stein's lemma [6.1642231492615345]
We prove that the Stein exponent associated with entanglement testing equals the regularised relative entropy of entanglement.
As a by-product, we prove that the same Stein exponent can also be achieved when the null hypothesis is only approximately i.i.d.
arXiv Detail & Related papers (2024-08-12T18:00:01Z) - Communication Complexity of Common Randomness Generation with Isotropic
States [5.312109949216557]
The paper considers two communication models -- one-way classical communication and one-way quantum communication.
We show that in the case of classical communication, quantum isotropic states have no advantage over noisy classical correlation.
In the case of quantum communication, we demonstrate that the common randomness rate can be increased by using superdense coding on quantum isotropic states.
arXiv Detail & Related papers (2023-11-08T14:48:15Z) - Normal quantum channels and Markovian correlated two-qubit quantum
errors [77.34726150561087]
We study general normally'' distributed random unitary transformations.
On the one hand, a normal distribution induces a unital quantum channel.
On the other hand, the diffusive random walk defines a unital quantum process.
arXiv Detail & Related papers (2023-07-25T15:33:28Z) - Experimental certification of more than one bit of quantum randomness in
the two inputs and two outputs scenario [0.0]
We present an experimental realization of recent Bell-type operators designed to provide private random numbers that are secure against adversaries with quantum resources.
We use semi-definite programming to provide lower bounds on the generated randomness in terms of both min-entropy and von Neumann entropy.
Our results demonstrate the first experiment that certifies close to two bits of randomness from binary measurements of two parties.
arXiv Detail & Related papers (2023-03-13T20:42:53Z) - Optimal lower bounds for Quantum Learning via Information Theory [3.093890460224435]
We derive optimal lower bounds for quantum sample complexity in both the PAC and models via an information-theoretic approach.
We then turn to a quantum analogue of the Coupon Collector problem, a classic problem from probability theory.
All the aspects of the Quantum Coupon Collector problem we study rest on properties of the spectrum of the associated Gram matrix.
arXiv Detail & Related papers (2023-01-05T18:55:04Z) - Validation tests of GBS quantum computers give evidence for quantum
advantage with a decoherent target [62.997667081978825]
We use positive-P phase-space simulations of grouped count probabilities as a fingerprint for verifying multi-mode data.
We show how one can disprove faked data, and apply this to a classical count algorithm.
arXiv Detail & Related papers (2022-11-07T12:00:45Z) - Experimental violations of Leggett-Garg's inequalities on a quantum
computer [77.34726150561087]
We experimentally observe the violations of Leggett-Garg-Bell's inequalities on single and multi-qubit systems.
Our analysis highlights the limits of nowadays quantum platforms, showing that the above-mentioned correlation functions deviate from theoretical prediction as the number of qubits and the depth of the circuit grow.
arXiv Detail & Related papers (2021-09-06T14:35:15Z) - Secure Two-Party Quantum Computation Over Classical Channels [63.97763079214294]
We consider the setting where the two parties (a classical Alice and a quantum Bob) can communicate only via a classical channel.
We show that it is in general impossible to realize a two-party quantum functionality with black-box simulation in the case of malicious quantum adversaries.
We provide a compiler that takes as input a classical proof of quantum knowledge (PoQK) protocol for a QMA relation R and outputs a zero-knowledge PoQK for R that can be verified by classical parties.
arXiv Detail & Related papers (2020-10-15T17:55:31Z) - Computing conditional entropies for quantum correlations [10.549307055348596]
In particular, we find new upper bounds on the minimal global detection efficiency required to perform device-independent quantum key distribution.
We introduce the family of iterated mean quantum R'enyi divergences with parameters $alpha_k = 1+frac12k-1$ for positive integers $k$.
We show that the corresponding conditional entropies admit a particularly nice form which, in the context of device-independent optimization, can be relaxed to a semidefinite programming problem.
arXiv Detail & Related papers (2020-07-24T15:27:51Z) - Quantum Communication Complexity of Distribution Testing [114.31181206328276]
Two players each receive $t$ samples from one distribution over $[n]$.
The goal is to decide whether their two distributions are equal, or are $epsilon$-far apart.
We show that the quantum communication complexity of this problem is $tildeO$(tepsilon2))$ qubits when distributions have low $l$-norm.
arXiv Detail & Related papers (2020-06-26T09:05:58Z) - Einselection from incompatible decoherence channels [62.997667081978825]
We analyze an open quantum dynamics inspired by CQED experiments with two non-commuting Lindblad operators.
We show that Fock states remain the most robust states to decoherence up to a critical coupling.
arXiv Detail & Related papers (2020-01-29T14:15:19Z)
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.