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Action-factorized Rainbow deep Q-network with token Transformer for computation offloading in edge computing-enabled Internet of Ships.

• Authors : Zhang S; Department of Artificial Intelligence Convergence, Pukyong National University, Busan, South Korea.; School of Computer and Network Engineering, Shanxi Datong University, Datong, China.

Subjects: Ships* ; Internet* ; Deep Learning*

• Source: PloS one [PLoS One] 2026 May 11; Vol. 21 (5), pp. e0348376. Date of Electronic Publication: 2026 May 11 (Print Publication: 2026).Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet

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Federated Learning in Edge Computing: Vulnerabilities, Attacks, and Defenses-A Survey.

• Authors : Alhawas S; Department of Information Technology, College of Computer, Qassim University, Buraydah 52571, Saudi Arabia.; Rassam MA

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Feb 15; Vol. 26 (4). Date of Electronic Publication: 2026 Feb 15.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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Constrained Soft Actor-Critic for Joint Computation Offloading and Resource Allocation in UAV-Assisted Edge Computing.

• Authors : Alvi NM; Beijing Key Laboratory of Work Safety Intelligent Monitoring, School of Electronic Engineering, Beijing University of Posts and Telecommunications, Xitucheng Road No. 10, Beijing 100876, China.; Alvi WM

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Feb 10; Vol. 26 (4). Date of Electronic Publication: 2026 Feb 10.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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Integrating NLP and Ensemble Learning into Next-Generation Firewalls for Robust Malware Detection in Edge Computing.

• Authors : Moila RL; Department of Computer Science, University of Limpopo, Polokwane 0727, South Africa.; Velempini M

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Jan 09; Vol. 26 (2). Date of Electronic Publication: 2026 Jan 09.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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Computation Offloading Strategy Based on Multi-Agent Reinforcement Learning in Vehicular Edge Computing Networks.

• Authors : Liu Y; College of Computer Science and Technology, Changchun University, Changchun 130022, China.; Sun Q

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Apr 24; Vol. 26 (9). Date of Electronic Publication: 2026 Apr 24.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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HyAR-PPO: Hybrid Action Representation Learning for Incentive-Driven Task Offloading in Vehicular Edge Computing.

• Authors : Wang W; The School of Information Engineering, Henan University of Science and Technology, Luoyang 471023, China.; Li M

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Mar 10; Vol. 26 (6). Date of Electronic Publication: 2026 Mar 10.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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Edge computing task scheduling mechanism based on multi-dimensional feature extraction and attention fusion.

• Authors : Zhang S; Department of Information Technology and Engineering, Jinzhong University, Jinzhong, People's Republic of China.; State key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, People's Republic of China.

Subjects: Attention*; Algorithms ; Graph Neural Networks

• Source: PloS one [PLoS One] 2026 Feb 24; Vol. 21 (2), pp. e0343042. Date of Electronic Publication: 2026 Feb 24 (Print Publication: 2026).Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet

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Decentralized Computation Offloading Strategy via Multi-Agent Deep Reinforcement Learning for Multi-Access Edge Computing Systems.

• Authors : Adu E; IDEACONCERT Co., Ltd., Seongnam 13449, Republic of Korea.; Lee Y

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Jan 30; Vol. 26 (3). Date of Electronic Publication: 2026 Jan 30.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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EQARO-ECS: Efficient Quantum ARO-Based Edge Computing and SDN Routing Protocol for IoT Communication to Avoid Desertification.

• Authors : Al-Janabi TA; College of Electrical and Electronic Technical Engineering, Middle Technical University, Baghdad 10047, Iraq.; Al-Raweshidy HS

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Jan 26; Vol. 26 (3). Date of Electronic Publication: 2026 Jan 26.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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Low-Light Image Segmentation on Edge Computing System.

• Authors : Choi SC; Department of Electrical and Electronic Engineering, Yonsei University, Seoul 03722, Republic of Korea.; Autonomous IoT Research Center, Korea Electronics Technology Institute, Seongnam 13509, Republic of Korea.

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Jan 04; Vol. 26 (1). Date of Electronic Publication: 2026 Jan 04.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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