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Federated deep reinforcement learning enabled hierarchical Edge-Fog-Cloud architecture for intelligent task offloading in 6G networks.

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Title: Federated deep reinforcement learning enabled hierarchical Edge-Fog-Cloud architecture for intelligent task offloading in 6G networks.
Authors: Ambika B; Department of Information and Communication Engineering, Anna University, Chennai, Tamilnadu, India. ambikasenthil.cse@gmail.com., Pandian SMV; Department of Electrical and Electronics Engineering, SNS College of Technology, Coimbatore, Tamilnadu, India., Sundaravadivel P; Department of Artificial Intelligence and Machine Learning, Saveetha Engineering College, Kanchipuram, Tamilnadu, India., Vinothkumar ES; Department of Computer Science and Engineering, Vel Tech Rangarajan Dr.Sagunthala R&D Institute of Science and Technology, Avadi, Chennai, India.
Source: Scientific reports [Sci Rep] 2026 Jun 25. Date of Electronic Publication: 2026 Jun 25.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Ambika+B%22">Ambika B</searchLink>; Department of Information and Communication Engineering, Anna University, Chennai, Tamilnadu, India. ambikasenthil.cse@gmail.com.<br /><searchLink fieldCode="AU" term="%22Pandian+SMV%22">Pandian SMV</searchLink>; Department of Electrical and Electronics Engineering, SNS College of Technology, Coimbatore, Tamilnadu, India.<br /><searchLink fieldCode="AU" term="%22Sundaravadivel+P%22">Sundaravadivel P</searchLink>; Department of Artificial Intelligence and Machine Learning, Saveetha Engineering College, Kanchipuram, Tamilnadu, India.<br /><searchLink fieldCode="AU" term="%22Vinothkumar+ES%22">Vinothkumar ES</searchLink>; Department of Computer Science and Engineering, Vel Tech Rangarajan Dr.Sagunthala R&D Institute of Science and Technology, Avadi, Chennai, India.
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        Value: 10.1038/s41598-026-57660-6
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      – TitleFull: Federated deep reinforcement learning enabled hierarchical Edge-Fog-Cloud architecture for intelligent task offloading in 6G networks.
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              Text: 2026 Jun 25
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              Y: 2026
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