Quantum Data Management in the NISQ Era
Rihan Hai, Shih-Han Hung, Tim Coopmans, Tim Littau, Floris Geerts
Abstract
Quantum computing has emerged as a transformative force in the evolution of computing technology. Recent efforts have applied quantum techniques to classical database challenges, such as query optimization, data integration, index selection, and transaction management. In this paper, we shift focus to a critical yet underexplored area: data management for quantum computing. We are currently in the noisy intermediate-scale quantum (NISQ) era, where qubits, while promising, are fragile and still limited in scale. After differentiating quantum data from classical data, we outline current and future data management paradigms in the NISQ era and beyond. We address the data management challenges arising from the emerging demands of near-term quantum computing. Our goal is to chart a clear course for future quantum-oriented data management research, establishing it as a cornerstone for the advancement of quantum computing in the NISQ era.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 0c23fbcb-8845-4585-9e22-1d098cf937d2Cited by top-tier papers1
Ask how each one uses itBuilds on16
- A Polynomial-Time Classical Algorithm for Noisy Random Circuit SamplingDorit Aharonov, Xun Gao, Zeph Landau, Yunchao Liu et al.STOC 2023 · 74 citations
- A Tensor Compiler for Unified Machine Learning Prediction ServingSupun Nakandala, Karla Saur, Gyeong-In Yu, Konstantinos Karanasos et al.OSDI 2020 · 60 citations
- End-to-end Optimization of Machine Learning Prediction QueriesKwanghyun Park, Karla Saur, Dalitso Banda, Rathijit Sen et al.SIGMOD 2022 · 50 citations
- Astrea: Accurate Quantum Error-Decoding via Practical Minimum-Weight Perfect-MatchingSuhas Vittal, Poulami Das, Moinuddin K. QureshiISCA 2023 · 47 citations
- Opportunities for Quantum Acceleration of Databases: Optimization of Queries and Transaction SchedulesUmut Çalikyilmaz, Sven Groppe, Jinghua Groppe, Tobias Winker et al.VLDB 2023 · 38 citations
Related papers
- Ready to Leap (by Co-Design)? Join Order Optimisation on Quantum HardwareManuel Schönberger, Stefanie Scherzinger, Wolfgang MauererSIGMOD 2023 · 47 citations
- HetArch: Heterogeneous Microarchitectures for Superconducting Quantum SystemsSamuel A. Stein, Sara Sussman, Teague Tomesh, Charles Guinn et al.MICRO 2023 · 12 citations
- VQNE: Variational Quantum Network Embedding with Application to Network AlignmentXinyu Ye, Ge Yan, Junchi YanKDD 2023 · 5 citations
- CutQC: using small Quantum computers for large Quantum circuit evaluationsWei Tang, Teague Tomesh, Martin Suchara, Jeffrey Larson et al.ASPLOS 2021 · 159 citations
- Index Advisors on Quantum PlatformsManish Kesarwani, Jayant R. HaritsaVLDB 2024 · 9 citations
