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Beyond Transmitting Bits: Context, Semantics, and Task-Oriented Communications
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AI
DOI：10.1109/JSAC.2022.3223408.png)
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摘要
En 中文
Communication systems to date primarily aim at reliably communicating bit sequences. Such an approach provides efficient engineering designs that are agnostic to the meanings of the messages or to the goal that the message exchange aims to achieve. Next generation systems, however, can be potentially enriched by folding message semantics and goals of communication into their design. Further, these systems can be made cognizant of the context in which communication exchange takes place, thereby providing avenues for novel design insights. This tutorial summarizes the efforts to date, starting from its early adaptations, semantic-aware and task-oriented communications, covering the foundations, algorithms and potential implementations. The focus is on approaches that utilize information theory to provide the foundations, as well as the significant role of learning in semantics and task-aware communications.
Keyword:
6G
semantic communications
semantic distortion
goal-oriented communications
joint source-channel coding
deep learning (DL)
rate-distortion theory
information bottleneck (IB)
pragmatic communications
remote inference
distributed learning
期刊
IF:
17.2
论文数:
6.4K
被引数:
3.1W
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