Causality aware explainable deep reinforcement learning with adaptive attention mechanisms for scalable resource orchestration in 6G wireless networks.

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Title: Causality aware explainable deep reinforcement learning with adaptive attention mechanisms for scalable resource orchestration in 6G wireless networks.
Authors: Khan, Salman1, drkhan@gachon.ac.kr, Loh, Woong-Kee1, wkloh2@gachon.ac.kr, Ullah, Hamid2, hamidullah@uetmardan.edu.pk, Khan, Javed Ali3, j.a.khan@herts.ac.uk, Mylonas, Alexios3, mylonas@herts.ac.uk
Source: Computer Networks; Apr2026, Vol. 278, pN.PAG-N.PAG, 1p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 191887852
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
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  Data: Causality aware explainable deep reinforcement learning with adaptive attention mechanisms for scalable resource orchestration in 6G wireless networks.
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  Data: <searchLink fieldCode="AU" term="%22Khan%2C+Salman%22">Khan, Salman</searchLink><relatesTo>1</relatesTo>, <i>drkhan@gachon.ac.kr</i><br /><searchLink fieldCode="AU" term="%22Loh%2C+Woong-Kee%22">Loh, Woong-Kee</searchLink><relatesTo>1</relatesTo>, <i>wkloh2@gachon.ac.kr</i><br /><searchLink fieldCode="AU" term="%22Ullah%2C+Hamid%22">Ullah, Hamid</searchLink><relatesTo>2</relatesTo>, <i>hamidullah@uetmardan.edu.pk</i><br /><searchLink fieldCode="AU" term="%22Khan%2C+Javed+Ali%22">Khan, Javed Ali</searchLink><relatesTo>3</relatesTo>, <i>j.a.khan@herts.ac.uk</i><br /><searchLink fieldCode="AU" term="%22Mylonas%2C+Alexios%22">Mylonas, Alexios</searchLink><relatesTo>3</relatesTo>, <i>mylonas@herts.ac.uk</i>
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  Data: <searchLink fieldCode="JN" term="%22Computer+Networks%22">Computer Networks</searchLink>; Apr2026, Vol. 278, pN.PAG-N.PAG, 1p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=191887852
RecordInfo BibRecord:
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      – Type: doi
        Value: 10.1016/j.comnet.2026.112074
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      – Code: eng
        Text: English
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        StartPage: N.PAG
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      – TitleFull: Causality aware explainable deep reinforcement learning with adaptive attention mechanisms for scalable resource orchestration in 6G wireless networks.
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            NameFull: Khan, Salman
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            NameFull: Loh, Woong-Kee
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            NameFull: Ullah, Hamid
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            NameFull: Khan, Javed Ali
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            NameFull: Mylonas, Alexios
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            – D: 01
              M: 04
              Text: Apr2026
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              Y: 2026
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              Value: 278
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