Hammering Mizar by Learning Clause Guidance

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21730%2F19%3A00339864" target="_blank" >RIV/68407700:21730/19:00339864 - isvavai.cz</a>

Result on the web

<a href="https://doi.org/10.4230/LIPIcs.ITP.2019.34" target="_blank" >https://doi.org/10.4230/LIPIcs.ITP.2019.34</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.4230/LIPIcs.ITP.2019.34" target="_blank" >10.4230/LIPIcs.ITP.2019.34</a>

Result language

angličtina

Original language name

Hammering Mizar by Learning Clause Guidance

Original language description

We describe a very large improvement of existing hammer-style proof automation over large ITP libraries by combining learning and theorem proving. In particular, we have integrated state-of-the-art machine learners into the E automated theorem prover, and developed methods that allow learning and efficient internal guidance of E over the whole Mizar library. The resulting trained system improves the real-time performance of E on the Mizar library by 70% in a single-strategy setting.

Czech name

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Czech description

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Type

D - Article in proceedings

CEP classification

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OECD FORD branch

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

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)

Publication year

2019

Confidentiality

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

Article name in the collection

10th International Conference on Interactive Theorem Proving (ITP 2019)

ISBN

978-3-95977-122-1

ISSN

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e-ISSN

1868-8969

Number of pages

8

Pages from-to

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Publisher name

Schloss Dagstuhl - Leibniz Center for Informatics

Place of publication

Wadern

Event location

Portland

Event date

Sep 10, 2019

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

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