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A Theory of Semantic Communication
Shao, Yulin1; Cao, Qi2; Gunduz, Deniz3
2024-05-28
Source PublicationIEEE Transactions on Mobile Computing
ISSN1536-1233
Pages1-18
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.

KeywordSemantic Communication Joint Source-channel Coding Semantic Decoding Semantic Encoding Large Language Model
DOI10.1109/TMC.2024.3406375
URLView the original
Language英語English
PublisherInstitute of Electrical and Electronics Engineers Inc.
Scopus ID2-s2.0-85194890014
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionTHE STATE KEY LABORATORY OF INTERNET OF THINGS FOR SMART CITY (UNIVERSITY OF MACAU)
Corresponding AuthorShao, Yulin
Affiliation1.State Key Laboratory of Internet of Things for Smart City and the Department of Electrical and Computer Engineering, University of Macau, Macau S.A.R
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
Corresponding 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, 1-18.
APA Shao, Yulin., Cao, Qi., & Gunduz, Deniz (2024). A Theory of Semantic Communication. IEEE Transactions on Mobile Computing, 1-18.
MLA Shao, Yulin,et al."A Theory of Semantic Communication".IEEE Transactions on Mobile Computing (2024):1-18.
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