View in EDS HTML Full Text PDF Full Text

Beyond Neural Solvers: A Critical Review of Machine Learning for Combinatorial Optimization.

Saved in:
Bibliographic Details
Title: Beyond Neural Solvers: A Critical Review of Machine Learning for Combinatorial Optimization.
Authors: Ibrahim, Mostafa E. A.1 (AUTHOR), Ahmed, Alaa E. S.1 (AUTHOR) asmohamed@imamu.edu.sa, Daadaa, Yassine1 (AUTHOR)
Source: Mathematics (2227-7390). Jun2026, Vol. 14 Issue 12, p2208. 38p.
Database: Mathematics Source
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: msf
DbLabel: Mathematics Source
An: 194966667
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Beyond Neural Solvers: A Critical Review of Machine Learning for Combinatorial Optimization.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AR" term="%22Ibrahim%2C+Mostafa+E%2E+A%2E%22">Ibrahim, Mostafa E. A.</searchLink><relatesTo>1</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Ahmed%2C+Alaa+E%2E+S%2E%22">Ahmed, Alaa E. S.</searchLink><relatesTo>1</relatesTo> (AUTHOR)<i> asmohamed@imamu.edu.sa</i><br /><searchLink fieldCode="AR" term="%22Daadaa%2C+Yassine%22">Daadaa, Yassine</searchLink><relatesTo>1</relatesTo> (AUTHOR)
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22Mathematics+%282227-7390%29%22">Mathematics (2227-7390)</searchLink>. Jun2026, Vol. 14 Issue 12, p2208. 38p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=msf&AN=194966667
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.3390/math14122208
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 38
        StartPage: 2208
    Titles:
      – TitleFull: Beyond Neural Solvers: A Critical Review of Machine Learning for Combinatorial Optimization.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Ibrahim, Mostafa E. A.
      – PersonEntity:
          Name:
            NameFull: Ahmed, Alaa E. S.
      – PersonEntity:
          Name:
            NameFull: Daadaa, Yassine
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 15
              M: 06
              Text: Jun2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 22277390
          Numbering:
            – Type: volume
              Value: 14
            – Type: issue
              Value: 12
          Titles:
            – TitleFull: Mathematics (2227-7390)
              Type: main
ResultId 1