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No Two Brains Are Alike: Cloning a Hyperdimensional Associative Memory Using Cellular Automata Computations
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Computer Science.
Luleå University of Technology, Department of Computer Science, Electrical and Space Engineering, Computer Science.
2017 (English)In: Biologically Inspired Cognitive Architectures (BICA) for Young Scientists: First International Early Research Career Enhancement School on BICA and Cybersecurity (FIERCES 2017) / [ed] Alexei V. Samsonovich, Valentin V. Klimov, Cham: Springer, 2017, 91-100 p.Conference paper, Published paper (Refereed)
Abstract [en]

This paper looks beyond of the current focus of research on biologically inspired cognitive systems and considers the problem of replication of its learned functionality. The considered challenge is to replicate the learned knowledge such that uniqueness of the internal symbolic representations is guaranteed. This article takes a neurological argument “no two brains are alike” and suggests an architecture for mapping a content of the trained associative memory built using principles of hyperdimensional computing and Vector Symbolic Architectures into a new and orthogonal basis of atomic symbols. This is done with the help of computations on cellular automata. The results of this article open a way towards a secure usage of cognitive architectures in a variety of practical application domains.

Place, publisher, year, edition, pages
Cham: Springer, 2017. 91-100 p.
Series
Advances in Intelligent Systems and Computing, ISSN 2194-5357 ; 636
National Category
Computer Systems Computer Science
Research subject
Dependable Communication and Computation Systems
Identifiers
URN: urn:nbn:se:ltu:diva-63644DOI: 10.1007/978-3-319-63940-6_13ISBN: 978-3-319-63939-0 (print)ISBN: 978-3-319-63940-6 (electronic)OAI: oai:DiVA.org:ltu-63644DiVA: diva2:1104392
Conference
First International Early Research Career Enhancement School on BICA and Cybersecurity (FIERCES 2017), Moscow, Russia, 1-6 August 2017
Funder
Swedish Research Council
Available from: 2017-06-01 Created: 2017-06-01 Last updated: 2017-11-24Bibliographically approved

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Kleyko, DenisOsipov, Evgeny

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CiteExportLink to record
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Citation style
  • apa
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