Multi-Agent Collaboration for Workflow Task Offloading in End-Edge-Cloud Environments Using Deep Reinforcement Learning

Bin Xiao; Chujia Yu; Xing Chen; Zheyi Chen; Geyong Min

doi:10.1109/tpds.2025.3606001

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Multi-Agent Collaboration for Workflow Task Offloading in End-Edge-Cloud Environments Using Deep Reinforcement Learning

Bin Xiao Chujia Yu Xing Chen Zheyi Chen Geyong Min

Year: 2025 Journal: IEEE Transactions on Parallel and Distributed Systems Vol: 36 (11)Pages: 2281-2296 Publisher: Institute of Electrical and Electronics Engineers

DOI: 10.1109/tpds.2025.3606001

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Keywords:

Computer science Cloud computing Reinforcement learning Workflow Task (project management) Enhanced Data Rates for GSM Evolution Distributed computing Human–computer interaction Edge computing Multimedia Artificial intelligence Operating system Database

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Cloud Computing and Resource Management

Physical Sciences → Computer Science → Information Systems

Distributed and Parallel Computing Systems

Physical Sciences → Computer Science → Computer Networks and Communications

IoT and Edge/Fog Computing

Physical Sciences → Computer Science → Computer Networks and Communications

Multi-Agent Collaboration for Workflow Task Offloading in End-Edge-Cloud Environments Using Deep Reinforcement Learning

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