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Enhancing ENIGMA Given Clause Guidance

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F18%3A00329365" target="_blank" >RIV/68407700:21730/18:00329365 - isvavai.cz</a>

  • Result on the web

    <a href="https://link.springer.com/chapter/10.1007/978-3-319-96812-4_11" target="_blank" >https://link.springer.com/chapter/10.1007/978-3-319-96812-4_11</a>

  • DOI - Digital Object Identifier

    <a href="http://dx.doi.org/10.1007/978-3-319-96812-4_11" target="_blank" >10.1007/978-3-319-96812-4_11</a>

Alternative languages

  • Result language

    angličtina

  • Original language name

    Enhancing ENIGMA Given Clause Guidance

  • Original language description

    ENIGMA is an efficient implementation of learning-based guidance for given clause selection in saturation-based automated theorem provers. In this work, we describe several additions to this method. This includes better clause features, adding conjecture features as the proof state characterization, better data pre-processing, and repeated model learning. The enhanced ENIGMA is evaluated on the MPTP2078 dataset, showing significant improvements.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Result continuities

  • Project

    <a href="/en/project/EF15_003%2F0000466" target="_blank" >EF15_003/0000466: Artificial Intelligence and Reasoning</a><br>

  • Continuities

    P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Others

  • Publication year

    2018

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    Intelligent Computer Mathematics

  • ISBN

    978-3-319-96811-7

  • ISSN

    0302-9743

  • e-ISSN

  • Number of pages

    7

  • Pages from-to

    118-124

  • Publisher name

    Springer Nature

  • Place of publication

  • Event location

    Hagenberg

  • Event date

    Aug 13, 2018

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article