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Quantum_Graph_Algorithms

This is a collection of quantum graph algorithms that run on the D-Wave quantum annealer. Graph partioning and community detection have been formulated as quadratic unconstrained binary optimization (QUBO) problems that run on the D-Wave.

Algorithms

  • Quantum Graph Partitioning
  • Quantum Community Detection

Authors

Dependencies

python_version >= '3.8'

How to run the algorithms

Citing

@INPROCEEDINGS{Ushijima-Mwesigwa2017,
title     = "Graph Partitioning Using Quantum Annealing on the {D-Wave} System",
booktitle = "Proceedings of the Second International Workshop on Post Moores Era Supercomputing (PMES'17)",
author    = "Ushijima-Mwesigwa, Hayato and Negre, Christian F A and Mniszewski, Susan M",
publisher = "ACM New York, NY, USA",
pages     = "22--29",
year      =  2017,
keywords  = "Community detection, Graph-partitioning, Quantum Annealing",
location  = "Denver, CO, USA"
}

@ARTICLE{Negre2020,
title    = "Detecting Multiple Communities Using Quantum Annealing on the {D-Wave} System",
author   = "Negre, Christian F A and Ushijima-Mwesigwa, Hayato and Mniszewski, Susan M",
journal  = "PLOS ONE",
volume   = 15,
number   = 2,
pages    = "e0227538",
year     =  2020
}

@ARTICLE{Mniszewski2021,
author = {Mniszewski, Susan M. and Dub, Pavel A. and Tretiak, Sergei and Anisimov, Petr M. and Zhang, Yu and Negre, Christian F. A.},
title = {Reduction of the molecular hamiltonian matrix using quantum community detection},
journal = {Sci. Rep.},
volume = {11},
number = {1},
pages = {4099},
ISSN = {2045-2322},
DOI = {10.1038/s41598-021-83561-x},
url = {https://doi.org/10.1038/s41598-021-83561-x},
year = {2021},
type = {Journal Article}
}

Support acknowledgement

Copyright

© 2021. Triad National Security, LLC. All rights reserved. This program was produced under U.S. Government contract 89233218CNA000001 for Los Alamos National Laboratory (LANL), which is operated by Triad National Security, LLC for the U.S. Department of Energy/National Nuclear Security Administration. All rights in the program are reserved by Triad National Security, LLC, and the U.S. Department of Energy/National Nuclear Security Administration. The Government is granted for itself and others acting on its behalf a nonexclusive, paid-up, irrevocable worldwide license in this material to reproduce, prepare derivative works, distribute copies to the public, perform publicly and display publicly, and to permit others to do so.

License

This program is open source under the BSD-3 License. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met:

  1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer.

  2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution.

  3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

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