Community Detection Across Emerging Quantum Architectures

Ruslan Shaydulin; Hayato Ushijima-Mwesigwa; Ilya Safro; Susan Mniszewski; Yuri Alexeev

Community Detection Across Emerging Quantum Architectures

Quantum Physics 2018-10-19 v1 Other Computer Science

Authors: Ruslan Shaydulin , Hayato Ushijima-Mwesigwa , Ilya Safro , Susan Mniszewski , Yuri Alexeev

Abstract

One of the roadmap plans for quantum computers is an integration within HPC ecosystems assigning them a role of accelerators for a variety of computationally hard tasks. However, in the near term, quantum hardware will be in a constant state of change. Heading towards solving real-world problems, we advocate development of portable, architecture-agnostic hybrid quantum-classical frameworks and demonstrate one for the community detection problem evaluated using quantum annealing and gate-based universal quantum computation paradigms.

Keywords

quantum computing quantum annealing quantum machine learning

Cite

@article{arxiv.1810.07765,
  title  = {Community Detection Across Emerging Quantum Architectures},
  author = {Ruslan Shaydulin and Hayato Ushijima-Mwesigwa and Ilya Safro and Susan Mniszewski and Yuri Alexeev},
  journal= {arXiv preprint arXiv:1810.07765},
  year   = {2018}
}

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