View in EDS HTML Full Text PDF Full Text

Depth Fragility and Skeletal Universality: Decoupling Topology and Function in Deep Neural Networks.

Saved in:
Bibliographic Details
Title: Depth Fragility and Skeletal Universality: Decoupling Topology and Function in Deep Neural Networks.
Authors: Nguyen, Quang1,2 (AUTHOR) phha@hcmiu.edu.vn, Pham, Hai Ha2,3 (AUTHOR), Cassi, Davide3,4,5 (AUTHOR), Bellingeri, Michele4,5 (AUTHOR) michele.bellingeri@unipr.it
Source: Mathematics (2227-7390). May2026, Vol. 14 Issue 9, p1438. 11p.
Database: Academic Search Ultimate
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: asn
DbLabel: Academic Search Ultimate
An: 193718459
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Depth Fragility and Skeletal Universality: Decoupling Topology and Function in Deep Neural Networks.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AR" term="%22Nguyen%2C+Quang%22">Nguyen, Quang</searchLink><relatesTo>1,2</relatesTo> (AUTHOR)<i> phha@hcmiu.edu.vn</i><br /><searchLink fieldCode="AR" term="%22Pham%2C+Hai+Ha%22">Pham, Hai Ha</searchLink><relatesTo>2,3</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Cassi%2C+Davide%22">Cassi, Davide</searchLink><relatesTo>3,4,5</relatesTo> (AUTHOR)<br /><searchLink fieldCode="AR" term="%22Bellingeri%2C+Michele%22">Bellingeri, Michele</searchLink><relatesTo>4,5</relatesTo> (AUTHOR)<i> michele.bellingeri@unipr.it</i>
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22Mathematics+%282227-7390%29%22">Mathematics (2227-7390)</searchLink>. May2026, Vol. 14 Issue 9, p1438. 11p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=193718459
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.3390/math14091438
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 11
        StartPage: 1438
    Titles:
      – TitleFull: Depth Fragility and Skeletal Universality: Decoupling Topology and Function in Deep Neural Networks.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Nguyen, Quang
      – PersonEntity:
          Name:
            NameFull: Pham, Hai Ha
      – PersonEntity:
          Name:
            NameFull: Cassi, Davide
      – PersonEntity:
          Name:
            NameFull: Bellingeri, Michele
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 05
              Text: May2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 22277390
          Numbering:
            – Type: volume
              Value: 14
            – Type: issue
              Value: 9
          Titles:
            – TitleFull: Mathematics (2227-7390)
              Type: main
ResultId 1