Residential College | false |
Status | 已發表Published |
A Theory of Semantic Communication | |
Shao, Yulin1![]() ![]() | |
2024-12 | |
Source Publication | IEEE Transactions on Mobile Computing
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ISSN | 1536-1233 |
Volume | 23Issue: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. |
Keyword | Joint Source-channel Coding Large Language Model Semantic Communication Semantic Decoding Semantic Encoding |
DOI | 10.1109/TMC.2024.3406375 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Computer Science ; Telecommunications |
WOS Subject | Computer Science, Information Systems; Telecommunications |
WOS ID | WOS:001359244600069 |
Publisher | IEEE COMPUTER SOC, 10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1314 |
Scopus ID | 2-s2.0-85194890014 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | Faculty 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 Author | Cao, Qi |
Affiliation | 1.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 Affilication | University 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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