Toward Privacy in Quantum Program Execution On Untrusted Quantum Cloud
Computing Machines for Business-sensitive Quantum Needs
- URL: http://arxiv.org/abs/2307.16799v1
- Date: Mon, 31 Jul 2023 16:07:37 GMT
- Title: Toward Privacy in Quantum Program Execution On Untrusted Quantum Cloud
Computing Machines for Business-sensitive Quantum Needs
- Authors: Tirthak Patel, Daniel Silver, Aditya Ranjan, Harshitta Gandhi, William
Cutler, and Devesh Tiwari
- Abstract summary: SPYCE is the first known solution to obfuscate quantum code and output to prevent the leaking of any confidential information over the cloud.
SPYCE implements a lightweight, scalable, and effective solution based on the unique principles of quantum computing to achieve this task.
- Score: 2.711804179660095
- License: http://creativecommons.org/licenses/by/4.0/
- Abstract: Quantum computing is an emerging paradigm that has shown great promise in
accelerating large-scale scientific, optimization, and machine-learning
workloads. With most quantum computing solutions being offered over the cloud,
it has become imperative to protect confidential and proprietary quantum code
from being accessed by untrusted and/or adversarial agents. In response to this
challenge, we propose SPYCE, which is the first known solution to obfuscate
quantum code and output to prevent the leaking of any confidential information
over the cloud. SPYCE implements a lightweight, scalable, and effective
solution based on the unique principles of quantum computing to achieve this
task.
Related papers
- Tuning Quantum Computing Privacy through Quantum Error Correction [12.475140331375666]
We propose to leverage quantum error correction techniques to reduce quantum computing errors.
We show that QEC is a feasible way to regulate the degree of privacy protection in quantum computing.
arXiv Detail & Related papers (2023-12-22T08:35:23Z) - Enigma: Privacy-Preserving Execution of QAOA on Untrusted Quantum
Computers [0.6144680854063939]
We propose Enigma, a suite of privacy-preserving quantum computation schemes.
Unlike previous SQC schemes that obfuscate quantum circuits, Enigma transforms the input problem of QAOA.
We show that the privacy improvements of Enigma come at only a small reduction in fidelity.
arXiv Detail & Related papers (2023-11-22T17:40:23Z) - Designing Hash and Encryption Engines using Quantum Computing [2.348041867134616]
We explore quantum-based hash functions and encryption to fortify data security.
The integration of quantum and classical methods demonstrates potential in securing data in the era of quantum computing.
arXiv Detail & Related papers (2023-10-26T14:49:51Z) - Quantum Annealing for Single Image Super-Resolution [86.69338893753886]
We propose a quantum computing-based algorithm to solve the single image super-resolution (SISR) problem.
The proposed AQC-based algorithm is demonstrated to achieve improved speed-up over a classical analog while maintaining comparable SISR accuracy.
arXiv Detail & Related papers (2023-04-18T11:57:15Z) - Delegated variational quantum algorithms based on quantum homomorphic
encryption [69.50567607858659]
Variational quantum algorithms (VQAs) are one of the most promising candidates for achieving quantum advantages on quantum devices.
The private data of clients may be leaked to quantum servers in such a quantum cloud model.
A novel quantum homomorphic encryption (QHE) scheme is constructed for quantum servers to calculate encrypted data.
arXiv Detail & Related papers (2023-01-25T07:00:13Z) - Quantum Machine Learning: from physics to software engineering [58.720142291102135]
We show how classical machine learning approach can help improve the facilities of quantum computers.
We discuss how quantum algorithms and quantum computers may be useful for solving classical machine learning tasks.
arXiv Detail & Related papers (2023-01-04T23:37:45Z) - Iterative Qubits Management for Quantum Index Searching in a Hybrid
System [56.39703478198019]
IQuCS aims at index searching and counting in a quantum-classical hybrid system.
We implement IQuCS with Qiskit and conduct intensive experiments.
Results demonstrate that it reduces qubits consumption by up to 66.2%.
arXiv Detail & Related papers (2022-09-22T21:54:28Z) - Optimal Stochastic Resource Allocation for Distributed Quantum Computing [50.809738453571015]
We propose a resource allocation scheme for distributed quantum computing (DQC) based on programming to minimize the total deployment cost for quantum resources.
The evaluation demonstrates the effectiveness and ability of the proposed scheme to balance the utilization of quantum computers and on-demand quantum computers.
arXiv Detail & Related papers (2022-09-16T02:37:32Z) - An Evolutionary Pathway for the Quantum Internet Relying on Secure
Classical Repeaters [64.48099252278821]
We conceive quantum networks using secure classical repeaters combined with the quantum secure direct communication principle.
In these networks, the ciphertext gleaned from a quantum-resistant algorithm is transmitted using QSDC along the nodes.
We have presented the first experimental demonstration of a secure classical repeater based hybrid quantum network.
arXiv Detail & Related papers (2022-02-08T03:24:06Z) - Delegating Multi-Party Quantum Computations vs. Dishonest Majority in
Two Quantum Rounds [0.0]
Multi-Party Quantum Computation (MPQC) has attracted a lot of attention as a potential killer-app for quantum networks.
We present a composable protocol achieving blindness and verifiability even in the case of a single honest client.
arXiv Detail & Related papers (2021-02-25T15:58:09Z) - Quantum Ciphertext Dimension Reduction Scheme for Homomorphic Encrypted
Data [4.825895794318393]
Proposed quantum principal component extraction algorithm (QPCE)
A quantum homomorphic ciphertext dimension reduction scheme (QHEDR)
A quantum ciphertext dimensionality reduction scheme implemented in the quantum cloud.
arXiv Detail & Related papers (2020-11-19T07:16:22Z)
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.