Toward Separating QMA from QCMA with a Classical Oracle
- URL: http://arxiv.org/abs/2411.01718v1
- Date: Mon, 04 Nov 2024 00:18:06 GMT
- Title: Toward Separating QMA from QCMA with a Classical Oracle
- Authors: Mark Zhandry,
- Abstract summary: QMA is the class of languages that can be decided by an efficient quantum verifier given a quantum witness, whereas QCMA is the class of such languages where the efficient quantum verifier only is given a classical witness.
A challenging fundamental goal in quantum query complexity is to find a classical oracle separation for these classes.
- Score: 10.699704508276174
- License:
- Abstract: QMA is the class of languages that can be decided by an efficient quantum verifier given a quantum witness, whereas QCMA is the class of such languages where the efficient quantum verifier only is given a classical witness. A challenging fundamental goal in quantum query complexity is to find a classical oracle separation for these classes. In this work, we offer a new approach towards proving such a separation that is qualitatively different than prior work, and show that our approach is sound assuming a natural statistical conjecture which may have other applications to quantum query complexity lower bounds.
Related papers
- Separable Power of Classical and Quantum Learning Protocols Through the Lens of No-Free-Lunch Theorem [70.42372213666553]
The No-Free-Lunch (NFL) theorem quantifies problem- and data-independent generalization errors regardless of the optimization process.
We categorize a diverse array of quantum learning algorithms into three learning protocols designed for learning quantum dynamics under a specified observable.
Our derived NFL theorems demonstrate quadratic reductions in sample complexity across CLC-LPs, ReQu-LPs, and Qu-LPs.
We attribute this performance discrepancy to the unique capacity of quantum-related learning protocols to indirectly utilize information concerning the global phases of non-orthogonal quantum states.
arXiv Detail & Related papers (2024-05-12T09:05:13Z) - Quantum Transfer Learning for Acceptability Judgements [5.90817406672742]
This work shows potential advantages of quantum transfer learning algorithms trained on embedding vectors extracted from a large language model.
The approach has been tested on sentences extracted from ItaCoLa, a corpus that collects Italian sentences labeled with their acceptability judgment.
The evaluation phase shows results for the quantum transfer learning pipeline comparable to state-of-the-art classical transfer learning algorithms.
arXiv Detail & Related papers (2024-01-15T15:40:16Z) - Unifying (Quantum) Statistical and Parametrized (Quantum) Algorithms [65.268245109828]
We take inspiration from Kearns' SQ oracle and Valiant's weak evaluation oracle.
We introduce an extensive yet intuitive framework that yields unconditional lower bounds for learning from evaluation queries.
arXiv Detail & Related papers (2023-10-26T18:23:21Z) - A Single-Step Multiclass SVM based on Quantum Annealing for Remote
Sensing Data Classification [26.80167258721593]
This work proposes a novel quantum SVM for direct multiclass classification based on quantum annealing, called Quantum Multiclass SVM (QMSVM)
The main objective of this work is to evaluate the feasibility, accuracy, and time performance of this approach.
Experiments have been performed on the D-Wave Advantage quantum annealer for a classification problem on remote sensing data.
arXiv Detail & Related papers (2023-03-21T09:51:19Z) - Quantum Merlin-Arthur proof systems for synthesizing quantum states [0.0]
We investigate a state synthesizing counterpart of the class NP-synthesizing.
We establish that the family of UQMA witnesses, considered as one of the most natural candidates, is in stateQMA.
We demonstrate that stateQCMA achieves perfect completeness.
arXiv Detail & Related papers (2023-03-03T12:14:07Z) - Simple Tests of Quantumness Also Certify Qubits [69.96668065491183]
A test of quantumness is a protocol that allows a classical verifier to certify (only) that a prover is not classical.
We show that tests of quantumness that follow a certain template, which captures recent proposals such as (Kalai et al., 2022) can in fact do much more.
Namely, the same protocols can be used for certifying a qubit, a building-block that stands at the heart of applications such as certifiable randomness and classical delegation of quantum computation.
arXiv Detail & Related papers (2023-03-02T14:18:17Z) - 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) - Entanglement and coherence in Bernstein-Vazirani algorithm [58.720142291102135]
Bernstein-Vazirani algorithm allows one to determine a bit string encoded into an oracle.
We analyze in detail the quantum resources in the Bernstein-Vazirani algorithm.
We show that in the absence of entanglement, the performance of the algorithm is directly related to the amount of quantum coherence in the initial state.
arXiv Detail & Related papers (2022-05-26T20:32:36Z) - Implementation and Empirical Evaluation of a Quantum Machine Learning
Pipeline for Local Classification [0.0]
This paper presents an implementation in Python of a QML pipeline for local classification.
Specifically, it consists of a quantum k-NN and a quantum binary classifier.
The results have shown the quantum pipeline's equivalence (in terms of accuracy) to its classical counterpart in the ideal case.
arXiv Detail & Related papers (2022-05-11T08:18:57Z) - Depth-efficient proofs of quantumness [77.34726150561087]
A proof of quantumness is a type of challenge-response protocol in which a classical verifier can efficiently certify quantum advantage of an untrusted prover.
In this paper, we give two proof of quantumness constructions in which the prover need only perform constant-depth quantum circuits.
arXiv Detail & Related papers (2021-07-05T17:45:41Z) - Quantum Oracle Separations from Complex but Easily Specified States [1.52292571922932]
A quantum oracle is a black box unitary callable during quantum computation.
We constrain the marked state in ways that make it easy to specify classically while retaining separations in task complexity.
Using the fact that classically defined oracle may enable a quantum algorithm to prepare an otherwise hard state in steps, we observe quantum-classical oracle separation in heavy output sampling.
arXiv Detail & Related papers (2021-04-15T05:40:38Z)
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.