The Role of Quantum Computing in Advancing Scientific High-Performance Computing: A perspective from the ADAC Institute
arXiv:2508.11765 · doi:10.1016/j.future.2026.108487
Abstract
Quantum computing (QC) has gained significant attention over the past two decades due to its potential for speeding up classically demanding tasks. This transition from an academic focus to a thriving commercial sector is reflected in substantial global investments. While advancements in qubit counts and functionalities continues at a rapid pace, current quantum systems still lack the scalability for practical applications, facing challenges such as too high error rates and limited coherence times. This perspective paper examines the relationship between QC and high-performance computing (HPC), highlighting their complementary roles in enhancing computational efficiency. It is widely acknowledged that even fully error-corrected QCs will not be suited for all computational task. Rather, future compute infrastructures are anticipated to employ quantum acceleration within hybrid systems that integrate HPC and QC. While QCs can enhance classical computing, traditional HPC remains essential for maximizing quantum acceleration. This integration is a priority for supercomputing centers and companies, sparking innovation to address the challenges of merging these technologies. The Accelerated Data Analytics and Computing Institute (ADAC) is comprised of globally leading HPC centers. ADAC has established a Quantum Computing Working Group to promote and catalyze collaboration among its members. This paper synthesizes insights from the QC Working Group, supplemented by findings from a member survey detailing ongoing projects and strategic directions. By outlining the current landscape and challenges of QC integration into HPC ecosystems, this work aims to provide HPC specialists with a deeper understanding of QC and its future implications for computationally intensive endeavors.
46 pages, 3 figures
References in corpus (121)
- Supplementary information for "Quantum supremacy using a programmable superconducting processor"
- Non-Abelian Anyons and Topological Quantum Computation
- Quantum Machine Learning
- The Security of Practical Quantum Key Distribution
- Quantum algorithm for solving linear systems of equations
- Surface codes: Towards practical large-scale quantum computation
- Quantum Simulation
- The theory of variational hybrid quantum-classical algorithms
- A Practical Introduction to Tensor Networks: Matrix Product States and Projected Entangled Pair States
- A Quantum Adiabatic Evolution Algorithm Applied to Random Instances of an NP-Complete Problem
- A Quantum Engineer's Guide to Superconducting Qubits
- Noisy intermediate-scale quantum (NISQ) algorithms
- Secure quantum key distribution with realistic devices
- Improved Simulation of Stabilizer Circuits
- Quantum Chemistry in the Age of Quantum Computing
- Superconducting Qubits: Current State of Play
- Quantum Convolutional Neural Networks
- Trapped-Ion Quantum Computing: Progress and Challenges
- Computational complexity and fundamental limitations to fermionic quantum Monte Carlo simulations
- Silicon Quantum Electronics
- Strong quantum computational advantage using a superconducting quantum processor
- Logical quantum processor based on reconfigurable atom arrays
- Fermionic quantum computation
- Quantum Random Number Generators
- Experimental realization of a long-range antiferromagnet in the Hubbard model with ultracold atoms
- From the Quantum Approximate Optimization Algorithm to a Quantum Alternating Operator Ansatz
- Elucidating Reaction Mechanisms on Quantum Computers
- Robust randomized benchmarking of quantum processes
- Semiconductor Spin Qubits
- Validating quantum computers using randomized model circuits
- How to factor 2048 bit RSA integers in 8 hours using 20 million noisy qubits
- Photonic quantum information processing: a review
- Photonic quantum information processing: a concise review
- Self-Verifying Variational Quantum Simulation of the Lattice Schwinger Model
- Hybrid quantum-classical algorithms and quantum error mitigation
- Qudits and high-dimensional quantum computing
- Fast universal quantum control above the fault-tolerance threshold in silicon
- Quantum computing with neutral atoms
- Direct Fidelity Estimation from Few Pauli Measurements
- Characterizing Quantum Gates via Randomized Benchmarking
- Quantum Optimization of Maximum Independent Set using Rydberg Atom Arrays
- Phase-Programmable Gaussian Boson Sampling Using Stimulated Squeezed Light
- Security in Quantum Cryptography
- Sending-or-Not-Sending with Independent Lasers: Secure Twin-Field Quantum Key Distribution Over 509 km
- Quantum Error Correction: An Introductory Guide
- Efficient Representation of Quantum Many-body States with Deep Neural Networks
- Quantum certification and benchmarking
- Even more efficient quantum computations of chemistry through tensor hypercontraction
- Computational Complexity of interacting electrons and fundamental limitations of Density Functional Theory
- Randomized benchmarking of single qubit gates in a 2D array of neutral atom qubits
- Is there evidence for exponential quantum advantage in quantum chemistry?
- The Quantum Approximate Optimization Algorithm and the Sherrington-Kirkpatrick Model at Infinite Size
- Coherent quantum annealing in a programmable 2000-qubit Ising chain
- Quantum technologies need a Quantum Energy Initiative
- MQT Bench: Benchmarking Software and Design Automation Tools for Quantum Computing
- Pushing Configuration-Interaction to the Limit: Towards Massively Parallel MCSCF Calculations
- Quantum Process Tomography of the Quantum Fourier Transform
- Quantum gradient descent for linear systems and least squares
- Artificial Intelligence and Machine Learning for Quantum Technologies
- Quantum Machine Learning for Chemistry and Physics
- Reachability Deficits in Quantum Approximate Optimization
- Solving the sampling problem of the Sycamore quantum circuits
- Efficient tensor network simulation of IBM's Eagle kicked Ising experiment
- Finite-density lattice QCD and sign problem: current status and open problems
- Quantum Algorithms for Simulating the Lattice Schwinger Model
- Probing single electrons across 300 mm spin qubit wafers
- Tensor Network Algorithms: a Route Map
- A full-stack view of probabilistic computing with p-bits: devices, architectures and algorithms
- Digital Quantum Simulation of the Schwinger Model and Symmetry Protection with Trapped Ions
- Massively parallel quantum computer simulator, eleven years later
- Quantifying quantum speedups: improved classical simulation from tighter magic monotones
- Direct randomized benchmarking for multi-qubit devices
- Neutral Atom Quantum Computing Hardware: Performance and End-User Perspective
- Counterdiabaticity and the quantum approximate optimization algorithm
- Majorana nanowires for topological quantum computation
- Observing ground-state properties of the Fermi-Hubbard model using a scalable algorithm on a quantum computer
- Lowering qubit requirements for quantum simulations of fermionic systems
- Review of Distributed Quantum Computing. From single QPU to High Performance Quantum Computing
- Reexamining classical and quantum models for the D-Wave One processor
- Parameter Transfer for Quantum Approximate Optimization of Weighted MaxCut
- Benchmarking a trapped-ion quantum computer with 30 qubits
- Chemistry Beyond the Scale of Exact Diagonalization on a Quantum-Centric Supercomputer
- Fast and converged classical simulations of evidence for the utility of quantum computing before fault tolerance
- Quantum-centric Supercomputing for Materials Science: A Perspective on Challenges and Future Directions
- Towards provably efficient quantum algorithms for large-scale machine-learning models
- A volumetric framework for quantum computer benchmarks
- Nuclear matrix elements from lattice QCD for electroweak and beyond-Standard-Model processes
- Quantum Advantage in Cryptography
- Variational Benchmarks for Quantum Many-Body Problems
- Demonstration of Shor's factoring algorithm for N=21 on IBM quantum processors
- Is quantum computing green? An estimate for an energy-efficiency quantum advantage
- Synergy Between Quantum Circuits and Tensor Networks: Short-cutting the Race to Practical Quantum Advantage
- Efficient tensor network simulation of IBM's largest quantum processors
- Experimental quantum key distribution with simulated ground-to-satellite photon losses and processing limitations
- Multilevel Combinatorial Optimization Across Quantum Architectures
- Re-examining the quantum volume test: Ideal distributions, compiler optimizations, confidence intervals, and scalable resource estimations
- Approximate Autonomous Quantum Error Correction with Reinforcement Learning
- Energy-Efficient Quantum Computing
- Optimizing resource efficiencies for scalable full-stack quantum computers
- Integrating Quantum Computing Resources into Scientific HPC Ecosystems
- Quantum algorithms: A survey of applications and end-to-end complexities
- Towards large-scale quantum optimization solvers with few qubits
- Warm-Started QAOA with Custom Mixers Provably Converges and Computationally Beats Goemans-Williamson's Max-Cut at Low Circuit Depths
- Artificial Intelligence for Quantum Computing
- Random circuit block-encoded matrix and a proposal of quantum LINPACK benchmark
- Sampling Frequency Thresholds for Quantum Advantage of Quantum Approximate Optimization Algorithm
- Quantum error correction failure distributions: comparison of coherent and stochastic error models
- Independent State and Measurement Characterization for Quantum Computers
- Interaction graph-based characterization of quantum benchmarks for improving quantum circuit mapping techniques
- Parallel Tempering Simulation of the three-dimensional Edwards-Anderson Model with Compact Asynchronous Multispin Coding on GPU
- Reducing the runtime of fault-tolerant quantum simulations in chemistry through symmetry-compressed double factorization
- A Practical Introduction to Benchmarking and Characterization of Quantum Computers
- Highly optimized simulations on single- and multi-GPU systems of 3D Ising spin glass
- Extending relax-and-round combinatorial optimization solvers with quantum correlations
- Efficiency Optimization in Quantum Computing: Balancing Thermodynamics and Computational Performance
- Integration of Quantum Accelerators with High Performance Computing -- A Review of Quantum Programming Tools
- High-Fidelity Electron Spin Gates for Scaling Diamond Quantum Register
- Local Clustering Decoder as a fast and adaptive hardware decoder for the surface code
- Modelling noise in global Molmer-Sorensen interactions applied to quantum approximate optimization
- Supervised Learning Guarantee for Quantum AdaBoost
- Absolute dimensionality of quantum ensembles