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A Theory of Semantic Communication
Shao, Yulin1; Cao, Qi2; Gunduz, Deniz3
2024-12
Source PublicationIEEE Transactions on Mobile Computing
ISSN1536-1233
Volume23Issue:12Pages:12211-12228
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.

KeywordJoint Source-channel Coding Large Language Model Semantic Communication Semantic Decoding Semantic Encoding
DOI10.1109/TMC.2024.3406375
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaComputer Science ; Telecommunications
WOS SubjectComputer Science, Information Systems; Telecommunications
WOS IDWOS:001359244600069
PublisherIEEE COMPUTER SOC, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1314
Scopus ID2-s2.0-85194890014
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Citation statistics
Document TypeJournal article
CollectionFaculty of Science and Technology
THE STATE KEY LABORATORY OF INTERNET OF THINGS FOR SMART CITY (UNIVERSITY OF MACAU)
DEPARTMENT OF ELECTRICAL AND COMPUTER ENGINEERING
Corresponding AuthorCao, Qi
Affiliation1.State Key Laboratory of Internet of Things for Smart City, Department of Electrical and Computer Engineering, University of Macau, Macau, China
2.Xidian-Guangzhou Research Institute, Xidian University, Guangzhou, China
3.Department of Electrical and Electronic Engineering, Imperial College London, London, U.K
First Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Shao, Yulin,Cao, Qi,Gunduz, Deniz. A Theory of Semantic Communication[J]. IEEE Transactions on Mobile Computing, 2024, 23(12), 12211-12228.
APA Shao, Yulin., Cao, Qi., & Gunduz, Deniz (2024). A Theory of Semantic Communication. IEEE Transactions on Mobile Computing, 23(12), 12211-12228.
MLA Shao, Yulin,et al."A Theory of Semantic Communication".IEEE Transactions on Mobile Computing 23.12(2024):12211-12228.
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