Retrieving non-linear features from noisy quantum states
- URL: http://arxiv.org/abs/2309.11403v2
- Date: Wed, 15 May 2024 03:59:41 GMT
- Title: Retrieving non-linear features from noisy quantum states
- Authors: Benchi Zhao, Mingrui Jing, Lei Zhang, Xuanqiang Zhao, Yu-Ao CHen, Kun Wang, Xin Wang,
- Abstract summary: In this paper, we analyze the feasibility and efficiency of extracting high-order moments from noisy states.
We first show that there exists a quantum protocol capable of accomplishing this task if and only if the underlying noise channel is invertible.
Our work contributes to a deeper understanding of how quantum noise could affect high-order information extraction and provides guidance on how to tackle it.
- Score: 11.289924445850328
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Accurately estimating high-order moments of quantum states is an elementary precondition for many crucial tasks in quantum computing, such as entanglement spectroscopy, entropy estimation, spectrum estimation, and predicting non-linear features from quantum states. But in reality, inevitable quantum noise prevents us from accessing the desired value. In this paper, we address this issue by systematically analyzing the feasibility and efficiency of extracting high-order moments from noisy states. We first show that there exists a quantum protocol capable of accomplishing this task if and only if the underlying noise channel is invertible. We then establish a method for deriving protocols that attain optimal sample complexity using quantum operations and classical post-processing only. Our protocols, in contrast to conventional ones, incur lower overheads and avoid sampling different quantum operations due to a novel technique called observable shift, making the protocols strong candidates for practical usage on current quantum devices. The proposed method also indicates the power of entangled protocols in retrieving high-order information, whereas in the existing methods, entanglement does not help. We further construct the protocol for large quantum systems to retrieve the depolarizing channels, making the proposed method scalable. Our work contributes to a deeper understanding of how quantum noise could affect high-order information extraction and provides guidance on how to tackle it.
Related papers
- Unconditionally decoherence-free quantum error mitigation by density matrix vectorization [4.2630430280861376]
We give a new paradigm of quantum error mitigation based on the vectorization of density matrices.
Our proposal directly changes the way of encoding information and maps the density matrices of noisy quantum states to noiseless pure states.
Our protocol requires no knowledge of the noise model, no ability to tune the noise strength, and no ancilla qubits for complicated controlled unitaries.
arXiv Detail & Related papers (2024-05-13T09:55:05Z) - Power Characterization of Noisy Quantum Kernels [52.47151453259434]
We show that noise may make quantum kernel methods to only have poor prediction capability, even when the generalization error is small.
We provide a crucial warning to employ noisy quantum kernel methods for quantum computation.
arXiv Detail & Related papers (2024-01-31T01:02:16Z) - Near-Term Distributed Quantum Computation using Mean-Field Corrections
and Auxiliary Qubits [77.04894470683776]
We propose near-term distributed quantum computing that involve limited information transfer and conservative entanglement production.
We build upon these concepts to produce an approximate circuit-cutting technique for the fragmented pre-training of variational quantum algorithms.
arXiv Detail & Related papers (2023-09-11T18:00:00Z) - Testing quantum computers with the protocol of quantum state matching [0.0]
The presence of noise in quantum computers hinders their effective operation.
We suggest the application of the so-called quantum state matching protocol for testing purposes.
For systematically varied inputs we find that the device with the smaller quantum volume performs better on our tests than the one with larger quantum volume.
arXiv Detail & Related papers (2022-10-18T08:25:34Z) - Anticipative measurements in hybrid quantum-classical computation [68.8204255655161]
We present an approach where the quantum computation is supplemented by a classical result.
Taking advantage of its anticipation also leads to a new type of quantum measurements, which we call anticipative.
In an anticipative quantum measurement the combination of the results from classical and quantum computations happens only in the end.
arXiv Detail & Related papers (2022-09-12T15:47:44Z) - Suppressing Amplitude Damping in Trapped Ions: Discrete Weak
Measurements for a Non-unitary Probabilistic Noise Filter [62.997667081978825]
We introduce a low-overhead protocol to reverse this degradation.
We present two trapped-ion schemes for the implementation of a non-unitary probabilistic filter against amplitude damping noise.
This filter can be understood as a protocol for single-copy quasi-distillation.
arXiv Detail & Related papers (2022-09-06T18:18:41Z) - Nontraditional Deterministic Remote State Preparation Using a
Non-Maximally Entangled Channel without Additional Quantum Resources [10.351739012146378]
We have developed a nontraditional remote state preparation protocol that allows for deterministically transferring information encoded in quantum states.
With an auxiliary particle and a simple measurement method, the success probability of preparing a d-dimensional quantum state is increased to 1 without spending additional quantum resources in advance to improve quantum channels.
arXiv Detail & Related papers (2022-03-16T08:59:49Z) - Efficient Bipartite Entanglement Detection Scheme with a Quantum
Adversarial Solver [89.80359585967642]
Proposal reformulates the bipartite entanglement detection as a two-player zero-sum game completed by parameterized quantum circuits.
We experimentally implement our protocol on a linear optical network and exhibit its effectiveness to accomplish the bipartite entanglement detection for 5-qubit quantum pure states and 2-qubit quantum mixed states.
arXiv Detail & Related papers (2022-03-15T09:46:45Z) - A perspective on few-copy entanglement detection in experiments [0.0]
An overview is provided of a probabilistic approach that enables high-confidence genuine multipartite entanglement detection.
A study is presented that shows that this protocol remains efficient also in the presence of noise.
arXiv Detail & Related papers (2022-01-07T19:01:07Z) - Direct Quantum Communications in the Presence of Realistic Noisy
Entanglement [69.25543534545538]
We propose a novel quantum communication scheme relying on realistic noisy pre-shared entanglement.
Our performance analysis shows that the proposed scheme offers competitive QBER, yield, and goodput.
arXiv Detail & Related papers (2020-12-22T13:06:12Z) - Minimizing estimation runtime on noisy quantum computers [0.0]
"engineered likelihood function" (ELF) is used for carrying out Bayesian inference.
We show how the ELF formalism enhances the rate of information gain in sampling as the physical hardware transitions from the regime of noisy quantum computers.
This technique speeds up a central component of many quantum algorithms, with applications including chemistry, materials, finance, and beyond.
arXiv Detail & Related papers (2020-06-16T17:46:18Z)
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.