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name: Build JoSS paper | ||
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on: | ||
workflow_dispatch: | ||
push: | ||
paths: | ||
- 'docs/paper/**' | ||
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jobs: | ||
paper: | ||
runs-on: ubuntu-latest | ||
name: Paper Draft | ||
steps: | ||
- name: Checkout | ||
uses: actions/checkout@v3 | ||
- name: Build draft PDF | ||
uses: openjournals/openjournals-draft-action@master | ||
with: | ||
journal: joss | ||
paper-path: docs/paper/paper.md | ||
- name: Upload | ||
uses: actions/upload-artifact@v1 | ||
with: | ||
name: paper | ||
path: docs/paper/paper.pdf |
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@misc{Qiskit, | ||
author = {{Qiskit contributors}}, | ||
title = {Qiskit: An Open-source Framework for Quantum Computing}, | ||
year = {2023}, | ||
doi = {10.5281/zenodo.2573505} | ||
} |
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--- | ||
title: 'BlackWater: library for solving quantum computing problems using machine learning' | ||
tags: | ||
- quantum computing | ||
- qiskit | ||
- machine learning | ||
authors: | ||
- name: Iskandar Sitdikov | ||
orcid: 0000-0002-6809-8943 | ||
corresponding: true | ||
affiliation: 1 | ||
affiliations: | ||
- name: IBM Quantum, T.J. Watson Research Center, Yorktown Heights, NY 10598, USA | ||
index: 1 | ||
date: 22 May 2023 | ||
bibliography: paper.bib | ||
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--- | ||
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# Summary | ||
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BlackWater is an open-source machine learning library designed to address | ||
the challenges of solving quantum computing problems. By integrating | ||
cutting-edge machine learning techniques with the intricacies of quantum | ||
computing, BlackWater provides a comprehensive set of tools for researchers | ||
and practitioners in the field. This library enables the application of | ||
classical machine learning algorithms to quantum computing, bridging | ||
the gap between the two domains and accelerating the development of | ||
quantum applications. | ||
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# Statement of need | ||
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The field of quantum computing presents an array of complex challenges, | ||
ranging from efficient unitary synthesis to error mitigation and correction. | ||
These challenges require innovative approaches to unlock the full | ||
potential of quantum computers. Recent advances in machine learning | ||
(ML) have showcased their ability to tackle some of the toughest problems | ||
across various domains. Recognizing this potential, there is a pressing | ||
need to leverage classical ML techniques in the field of quantum computing. | ||
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# Acknowledgements | ||
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... | ||
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# References |