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LLM+m: Dual-model chatGPT-based product training and testing with adversarial attack and defense.

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Title: LLM+m: Dual-model chatGPT-based product training and testing with adversarial attack and defense.
Authors: Hwang, Ren-Hung1, rhhwang@nycu.edu.tw, Hsiao, Yu-Hung2, tom890525.cs11@nycu.edu.tw, Lin, Ying-Dar2, ydlin@cs.nctu.edu.tw, Lai, Yuan-Cheng3, laiyc@cs.ntust.edu.tw
Source: Future Generation Computer Systems; Jun2026, Vol. 179, pN.PAG-N.PAG, 1p
Database: Applied Science & Technology Source
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  Availability: 0
Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 191142435
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: LLM+m: Dual-model chatGPT-based product training and testing with adversarial attack and defense.
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  Data: <searchLink fieldCode="AU" term="%22Hwang%2C+Ren-Hung%22">Hwang, Ren-Hung</searchLink><relatesTo>1</relatesTo>, <i>rhhwang@nycu.edu.tw</i><br /><searchLink fieldCode="AU" term="%22Hsiao%2C+Yu-Hung%22">Hsiao, Yu-Hung</searchLink><relatesTo>2</relatesTo>, <i>tom890525.cs11@nycu.edu.tw</i><br /><searchLink fieldCode="AU" term="%22Lin%2C+Ying-Dar%22">Lin, Ying-Dar</searchLink><relatesTo>2</relatesTo>, <i>ydlin@cs.nctu.edu.tw</i><br /><searchLink fieldCode="AU" term="%22Lai%2C+Yuan-Cheng%22">Lai, Yuan-Cheng</searchLink><relatesTo>3</relatesTo>, <i>laiyc@cs.ntust.edu.tw</i>
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  Data: <searchLink fieldCode="JN" term="%22Future+Generation+Computer+Systems%22">Future Generation Computer Systems</searchLink>; Jun2026, Vol. 179, pN.PAG-N.PAG, 1p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=191142435
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1016/j.future.2025.108328
    Languages:
      – Code: eng
        Text: English
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        PageCount: 1
        StartPage: N.PAG
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      – TitleFull: LLM+m: Dual-model chatGPT-based product training and testing with adversarial attack and defense.
        Type: main
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          Name:
            NameFull: Hwang, Ren-Hung
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            NameFull: Hsiao, Yu-Hung
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            NameFull: Lin, Ying-Dar
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            NameFull: Lai, Yuan-Cheng
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          Dates:
            – D: 01
              M: 06
              Text: Jun2026
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-print
              Value: 0167739X
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            – Type: volume
              Value: 179
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            – TitleFull: Future Generation Computer Systems
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