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A theory of semantic communication
File(s)
SCG_TMC24.pdf (1.85 MB)
Accepted version
Author(s)
Shao, Yulin
Cao, Qi
Gündüz, Deniz
Type
Journal Article
Abstract
Semantic communication is an emerging research area that has gained a wide range of attention recently. Despite this growing interest, there remains a notable absence of a comprehensive and widely-accepted framework for characterizing semantic communication. This paper introduces a new conceptualization of semantic communication and formulates two fundamental problems, which we term language exploitation and language design . Our contention is that the challenge of language design can be effectively situated within the broader framework of joint source-channel coding theory, underpinned by a comprehensive end-to-end distortion metric. To tackle the language exploitation problem, we put forth three approaches: semantic encoding, semantic decoding, and a synergistic combination of both in the form of combined semantic encoding and decoding. Furthermore, we establish the semantic distortion-cost region as a critical framework for assessing the language exploitation problem. For each of the three proposed approaches, the achievable distortion-cost region is characterized. Overall, this paper aims to shed light on the intricate dynamics of semantic communication, paving the way for a deeper understanding of this evolving field.
Date Issued
2024-12-01
Date Acceptance
2024-05-01
Citation
IEEE Transactions on Mobile Computing, 2024, 23 (12), pp.12211-12228
URI
http://hdl.handle.net/10044/1/112294
URL
http://dx.doi.org/10.1109/tmc.2024.3406375
DOI
https://www.dx.doi.org/10.1109/tmc.2024.3406375
ISSN
1536-1233
Publisher
Institute of Electrical and Electronics Engineers
Start Page
12211
End Page
12228
Journal / Book Title
IEEE Transactions on Mobile Computing
Volume
23
Issue
12
Copyright Statement
Copyright © IEEE. This is the author’s accepted manuscript made available under a CC-BY licence in accordance with Imperial’s Research Publications Open Access policy (www.imperial.ac.uk/oa-policy)
License URL
https://creativecommons.org/licenses/by/4.0/
Identifier
http://dx.doi.org/10.1109/tmc.2024.3406375
Publication Status
Published
Date Publish Online
2024-05-28
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