Task-Oriented Communications for 6G: Vision, Principles, and Technologies
March 20, 2023 Β· Declared Dead Β· π IEEE wireless communications
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Authors
Yuanming Shi, Yong Zhou, Dingzhu Wen, Youlong Wu, Chunxiao Jiang, Khaled B. Letaief
arXiv ID
2303.10920
Category
cs.IT: Information Theory
Citations
157
Venue
IEEE wireless communications
Last Checked
4 months ago
Abstract
Driven by the interplay among artificial intelligence, digital twin, and wireless networks, 6G is envisaged to go beyond data-centric services to provide intelligent and immersive experiences. To efficiently support intelligent tasks with customized service requirements, it becomes critical to develop novel information compression and transmission technologies, which typically involve coupled sensing, communication, and computation processes. To this end, task-oriented communication stands out as a disruptive technology for 6G system design by exploiting the task-specific information structures and folding the communication goals into the design of task-level transmission strategies. In this article, by developing task-oriented information extraction and network resource orchestration strategies, we demonstrate the effectiveness of task-oriented communication principles for typical intelligent tasks, including federated learning, edge inference, and semantic communication.
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