Quantum compiling by deep reinforcement learning

L Moro, MGA Paris, M Restelli, E Prati - Communications Physics, 2021 - nature.com
The general problem of quantum compiling is to approximate any unitary transformation that
describes the quantum computation as a sequence of elements selected from a finite base …

Machine learning of noise-resilient quantum circuits

L Cincio, K Rudinger, M Sarovar, PJ Coles - PRX Quantum, 2021 - APS
Noise mitigation and reduction will be crucial for obtaining useful answers from near-term
quantum computers. In this work, we present a general framework based on machine …

Quest: systematically approximating quantum circuits for higher output fidelity

T Patel, E Younis, C Iancu, W de Jong… - Proceedings of the 27th …, 2022 - dl.acm.org
We present QUEST, a procedure to systematically generate approximations for quantum
circuits to reduce their CNOT gate count. Our approach employs circuit partitioning for …

Qfast: Conflating search and numerical optimization for scalable quantum circuit synthesis

E Younis, K Sen, K Yelick… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
We present a topology aware quantum synthesis algorithm designed to produce short
circuits and to scale well in practice. The main contribution is a novel representation of …

MQT QMAP: Efficient quantum circuit mapping

R Wille, L Burgholzer - … of the 2023 International Symposium on Physical …, 2023 - dl.acm.org
Quantum computing is an emerging technology that has the potential to revolutionize fields
such as cryptography, machine learning, optimization, and quantum simulation. However, a …

Quantum circuit synthesis and compilation optimization: Overview and prospects

Y Ge, W Wenjie, C Yuheng, P Kaisen, L Xudong… - arXiv preprint arXiv …, 2024 - arxiv.org
Quantum computing is regarded as a promising paradigm that may overcome the current
computational power bottlenecks in the post-Moore era. The increasing maturity of quantum …

Quantum circuit optimization and transpilation via parameterized circuit instantiation

E Younis, C Iancu - 2022 IEEE International Conference on …, 2022 - ieeexplore.ieee.org
Parameterized circuit instantiation is a common technique encountered in the generation of
circuits for a large class of hybrid quantum-classical algorithms. Despite being supported by …

Quantum compiling

M Maronese, L Moro, L Rocutto, E Prati - Quantum Computing …, 2022 - Springer
Quantum compiling fills the gap between the computing layer of high-level quantum
algorithms and the layer of physical qubits with their specific properties and constraints …

Superstaq: Deep optimization of quantum programs

C Campbell, FT Chong, D Dahl… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
We describe Superstaq, a quantum software platform that optimizes the execution of
quantum programs by tailoring to underlying hardware primitives. For benchmarks such as …

Synthesizing quantum-circuit optimizers

A Xu, A Molavi, L Pick, S Tannu… - Proceedings of the ACM …, 2023 - dl.acm.org
Near-term quantum computers are expected to work in an environment where each
operation is noisy, with no error correction. Therefore, quantum-circuit optimizers are applied …