Advancing APT detection through transformer-driven feature learning and synthetic data generation.

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Title: Advancing APT detection through transformer-driven feature learning and synthetic data generation.
Authors: Danh LTK; Information Technology Center, Thuongmai University, Hanoi, Vietnam., Xuan CD; Faculty of Information Security, Posts and Telecommunications Institute of Technology, Hanoi, Vietnam. chodx@ptit.edu.vn., Van NN; Faculty of Information Technology, Dai Nam University, Hanoi, Vietnam.
Source: Scientific reports [Sci Rep] 2026 Mar 02; Vol. 16 (1). Date of Electronic Publication: 2026 Mar 02.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Danh+LTK%22">Danh LTK</searchLink>; Information Technology Center, Thuongmai University, Hanoi, Vietnam.<br /><searchLink fieldCode="AU" term="%22Xuan+CD%22">Xuan CD</searchLink>; Faculty of Information Security, Posts and Telecommunications Institute of Technology, Hanoi, Vietnam. chodx@ptit.edu.vn.<br /><searchLink fieldCode="AU" term="%22Van+NN%22">Van NN</searchLink>; Faculty of Information Technology, Dai Nam University, Hanoi, Vietnam.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE; PubMed not MEDLINE
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        Value: 10.1038/s41598-026-41317-5
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        Text: English
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      – TitleFull: Advancing APT detection through transformer-driven feature learning and synthetic data generation.
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            NameFull: Danh LTK
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            NameFull: Xuan CD
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              Text: 2026 Mar 02
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              Y: 2026
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