CDD-Guard: A Training-Free Endogenous Defense Framework for LLMs via Contrastive Latent Distribution Analysis.

Saved in:
Bibliographic Details
Title: CDD-Guard: A Training-Free Endogenous Defense Framework for LLMs via Contrastive Latent Distribution Analysis.
Authors: Gong, Xinrong1, Lin, Yuxuan1,2, Zhong, Yiqun2,3, Shi, Yifan1,4, Lin, Qi1,3, Zheng, Huijie2,3, Wang, Pu3,4, wangpu03@gmail.com
Source: Applied Sciences (2076-3417); May2026, Vol. 16 Issue 10, p4586, 19p
Database: Applied Science & Technology Source
Full text is not displayed to guests.
FullText Links:
  – Type: pdflink
Text:
  Availability: 1
Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 194141980
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: CDD-Guard: A Training-Free Endogenous Defense Framework for LLMs via Contrastive Latent Distribution Analysis.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Gong%2C+Xinrong%22">Gong, Xinrong</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Lin%2C+Yuxuan%22">Lin, Yuxuan</searchLink><relatesTo>1,2</relatesTo><br /><searchLink fieldCode="AU" term="%22Zhong%2C+Yiqun%22">Zhong, Yiqun</searchLink><relatesTo>2,3</relatesTo><br /><searchLink fieldCode="AU" term="%22Shi%2C+Yifan%22">Shi, Yifan</searchLink><relatesTo>1,4</relatesTo><br /><searchLink fieldCode="AU" term="%22Lin%2C+Qi%22">Lin, Qi</searchLink><relatesTo>1,3</relatesTo><br /><searchLink fieldCode="AU" term="%22Zheng%2C+Huijie%22">Zheng, Huijie</searchLink><relatesTo>2,3</relatesTo><br /><searchLink fieldCode="AU" term="%22Wang%2C+Pu%22">Wang, Pu</searchLink><relatesTo>3,4</relatesTo>, <i>wangpu03@gmail.com</i>
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22Applied+Sciences+%282076-3417%29%22">Applied Sciences (2076-3417)</searchLink>; May2026, Vol. 16 Issue 10, p4586, 19p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=194141980
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.3390/app16104586
    Languages:
      – Code: eng
        Text: English
    PhysicalDescription:
      Pagination:
        PageCount: 19
        StartPage: 4586
    Titles:
      – TitleFull: CDD-Guard: A Training-Free Endogenous Defense Framework for LLMs via Contrastive Latent Distribution Analysis.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Gong, Xinrong
      – PersonEntity:
          Name:
            NameFull: Lin, Yuxuan
      – PersonEntity:
          Name:
            NameFull: Zhong, Yiqun
      – PersonEntity:
          Name:
            NameFull: Shi, Yifan
      – PersonEntity:
          Name:
            NameFull: Lin, Qi
      – PersonEntity:
          Name:
            NameFull: Zheng, Huijie
      – PersonEntity:
          Name:
            NameFull: Wang, Pu
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 15
              M: 05
              Text: May2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 20763417
          Numbering:
            – Type: volume
              Value: 16
            – Type: issue
              Value: 10
          Titles:
            – TitleFull: Applied Sciences (2076-3417)
              Type: main
ResultId 1