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Title:Reinforcement learning for graph theory, II. Small Ramsey numbers
Authors:ID Ghebleh, Mohammad (Author)
ID Al-Yakoob, Salem (Author)
ID Kanso, Ali (Author)
ID Stevanović, Dragan (Author)
Files:.pdf RAZ_Ghebleh,Al-Yakoob,Kanso,Stevanovic_2025.pdf (291,40 KB)
MD5: FD772DDE79517BDC53715A13C60E0864
 
Language:English
Work type:Article
Typology:1.01 - Original Scientific Article
Organization:ZUP - University of Primorska Press
Abstract:We describe here how the recent Wagner’s approach for applying reinforcement learning to construct examples in graph theory can be used in the search for critical graphs for small Ramsey numbers. We illustrate this application by providing lower bounds for the small Ramsey numbers R(K_{2, 5}, K_{3, 5}), R(B₃, B₆) and R(B₄, B₅) and by improving the lower known bound for R(W₅, W₇).
Keywords:Ramsey number, critical graph, reinforcement learning, cross-entropy method
Publication status:Published
Publication version:Version of Record
Publication date:25.02.2025
Publisher:Založba Univerze na Primorskem
Year of publishing:2025
Number of pages:7 str.
Numbering:Vol. 8, no. 1, [article no.] P1.07
PID:20.500.12556/RUP-22063 This link opens in a new window
UDC:519.17
eISSN:2590-9770
DOI:https://doi.org/10.26493/2590-9770.1788.8af This link opens in a new window
Publication date in RUP:03.11.2025
Views:218
Downloads:2
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Record is a part of a journal

Title:The Art of Discrete and Applied Mathematics
Publisher:Založba Univerze na Primorskem
ISSN:2590-9770

Document is financed by a project

Funder:Kuwait University Research
Project number:SM05/22

Licences

License:CC BY 4.0, Creative Commons Attribution 4.0 International
Link:http://creativecommons.org/licenses/by/4.0/
Description:This is the standard Creative Commons license that gives others maximum freedom to do what they want with the work as long as they credit the author.

Secondary language

Language:Slovenian
Title:Učenje s krepitvijo in teorija grafov, II. Majhna Ramseyeva števila
Keywords:Ramseyjevo število, kritični graf, učenje s krepitvijo, navzkrižna entropijska metoda


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