A framework for demonstrating practical quantum advantage: comparing quantum against classical generative models

M Hibat-Allah, M Mauri, J Carrasquilla… - Communications …, 2024 - nature.com
Generative modeling has seen a rising interest in both classical and quantum machine
learning, and it represents a promising candidate to obtain a practical quantum advantage in …

A conceptual architecture for a quantum-hpc middleware

N Saurabh, S Jha, A Luckow - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Quantum computing is important for science and industry as it offers the potential to solve
certain complex problems and perform calculations significantly faster than classical …

Application-oriented benchmarking of quantum generative learning using QUARK

FJ Kiwit, M Marso, P Ross, CA Riofrío… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
Benchmarking of quantum machine learning (QML) algorithms is challenging due to the
complexity and variability of QML systems, eg, regarding model ansatzes, data sets, training …

The Quantum Computing Paradigm

T Ehmer, G Karemore, H Melo - Computational Drug Discovery …, 2024 - Wiley Online Library
Can novel computing technologies like “quantum computing” transform drug discovery, or at
least be a useful tool that adds value to the overall process? Richard Feynman seemed …

A Conceptual Architecture for a Quantum-HPC Middleware

S Jha, N Saurabh, A Luckow - 2023 - osti.gov
Quantum computing promises potential for science and industry by solving certain
computationally complex problems faster than classical computers. Quantum computing …