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GAN-based PE file synthesizer for balanced malware detection datasets: safe generation of synthetic benign executables.

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Title: GAN-based PE file synthesizer for balanced malware detection datasets: safe generation of synthetic benign executables.
Authors: Mehmood, Asad1, mscy2008@pieas.edu.pk, Rizwan, Muhammad1, rizwanabuahmad@gmail.com, Iqbal, Muhammad2, muhammad.iqbal@nutech.edu.pk, Hanif, Muhammad1, hanif@pieas.edu.pk, Gulzar, Muhammad Majid3, muhammad.gulzar@kfupm.edu.sa
Source: Journal of Computer Virology & Hacking Techniques; 4/20/2026, Vol. 22 Issue 1, p1-12, 12p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 193116060
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
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  Data: GAN-based PE file synthesizer for balanced malware detection datasets: safe generation of synthetic benign executables.
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  Data: <searchLink fieldCode="AU" term="%22Mehmood%2C+Asad%22">Mehmood, Asad</searchLink><relatesTo>1</relatesTo>, <i>mscy2008@pieas.edu.pk</i><br /><searchLink fieldCode="AU" term="%22Rizwan%2C+Muhammad%22">Rizwan, Muhammad</searchLink><relatesTo>1</relatesTo>, <i>rizwanabuahmad@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Iqbal%2C+Muhammad%22">Iqbal, Muhammad</searchLink><relatesTo>2</relatesTo>, <i>muhammad.iqbal@nutech.edu.pk</i><br /><searchLink fieldCode="AU" term="%22Hanif%2C+Muhammad%22">Hanif, Muhammad</searchLink><relatesTo>1</relatesTo>, <i>hanif@pieas.edu.pk</i><br /><searchLink fieldCode="AU" term="%22Gulzar%2C+Muhammad+Majid%22">Gulzar, Muhammad Majid</searchLink><relatesTo>3</relatesTo>, <i>muhammad.gulzar@kfupm.edu.sa</i>
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PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=193116060
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        Value: 10.1007/s11416-026-00605-4
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      – Code: eng
        Text: English
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            NameFull: Mehmood, Asad
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              M: 04
              Text: 4/20/2026
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              Y: 2026
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