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arXiv:1511.06278quant-ph

Quantum Walks with Gremlin

Marko A. Rodriguez, Jennifer H. Watkins

Abstract

A quantum walk places a traverser into a superposition of both graph location and traversal "spin." The walk is defined by an initial condition, an evolution determined by a unitary coin/shift-operator, and a measurement based on the sampling of the probability distribution generated from the quantum wavefunction. Simple quantum walks are studied analytically, but for large graph structures with complex topologies, numerical solutions are typically required. For the quantum theorist, the Gremlin graph traversal machine and language can be used for the numerical analysis of quantum walks on such structures. Additionally, for the graph theorist, the adoption of quantum walk principles can transform what are currently side-effect laden traversals into pure, stateless functional flows. This is true even when the constraints of quantum mechanics are not fully respected (e.g. reversible and unitary evolution). In sum, Gremlin allows both types of theorist to leverage each other's constructs for the advancement of their respective disciplines.

arXiv comments
GraphDay '16, 1(1), pages 1-16, Austin Texas, January 2016
Journal reference
DOI
Subjects
quant-phQuantum Physics cs.DMDiscrete Mathematics

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Linked by 2 identifiable commenters in 6 comments across 6 threads, from Nov 2015 to Apr 2021. Found in 3 HN submissions from Nov 2015 to Jan 2016. Open submission discussions.

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Discussed in comments6 threads

    • I also like the paper by Marko Rodriguez that explains quantum random walks using the Gremlin graph database language: https://arxiv.org/abs/1511.06278 [pdf] https://www.slideshare.net/slidarko/quantum-processes-in-gra...

      mikhailfrancoView on HNParent context

    • Here are some pointers to some of the most recent papers and talks by Marko Rodriguez, the creator of Gremlin... The Benefits of the Gremlin Graph Traversal Machine http://www.datastax.com/dev/blog/the-benefits-of-the-gremlin... The Gremlin Graph Traversal Machine and Language…

      espeedView on HNParent context

    • Interesting paper indeed. On the last page of the paper, Table 8 includes Gremlin->SQL CET translations, i.e. Common Table Expressions: http://www.postgresql.org/docs/current/static/queries-with.h... , https://en.wikipedia.org/wiki/Hierarchical_and_recursive_que... . Note the…

      espeedView on HNParent context

    • Prof Carlsson's (http://math.stanford.edu/~gunnar/) "Topology and Data" paper provides a good overview: http://www.ams.org/journals/bull/2009-46-02/S0273-0979-09-01... My recent dive into the literature has enlightened my thinking in terms of database and systems design. It has…

      espeedView on HNParent context

    • Vladimir Kornyak touches on some of these ideas in these papers: 1. On Compatibility of Discrete Relations (2005) http://arxiv.org/pdf/math-ph/0504048.pdf 2. Structural and Symmetry Analysis of Discrete Dynamical Systems (2010) http://arxiv.org/pdf/1006.1754.pdf 3. Discrete…

      espeedView on HNParent context

    • Apache Tinkerpop: https://tinkerpop.incubator.apache.org The TinkerPop project is thoroughly documented, questions in the user groups are answered fast, and the R&D keeps pushing the space forward. For example, check out this new paper by Marko Rodriguez (TinkerPop founder and…

      espeedView on HNParent context

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