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相关论文: Fundamental Limitation of Semantic Communications:…

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Semantic communication is a novel communication paradigm that focuses on conveying the user's intended meaning rather than the bit-wise transmission of source signals. One of the key challenges is to effectively represent and extract the…

信息论 · 计算机科学 2026-05-08 Jingxuan Chai , Yong Xiao , Guangming Shi

This paper analyzes the fundamental limit of the strategic semantic communication problem in which a transmitter obtains a limited number of indirect observation of an intrinsic semantic information source and can then influence the…

信息论 · 计算机科学 2022-08-09 Yong Xiao , Xu Zhang , Yingyu Li , Guangming Shi , Tamer Basar

The state-dependent memoryless channel (SDMC) is employed to model the integrated sensing and communication (ISAC) system, where the transmitter conveys messages to the receiver while simultaneously estimating the state parameter of…

信息论 · 计算机科学 2026-01-14 Lugaoze Feng , Guocheng Lv , Xunan Li , Ye Jin

This paper deals with the computation of a non-asymptotic lower bound by means of the nonanticipative rate-distortion function (NRDF) on the discrete-time zero-delay variable-rate lossy compression problem for discrete Markov sources with…

信息论 · 计算机科学 2024-11-19 Zixuan He , Charalambos D. Charalambous , Photios A. Stavrou

Semantic communication has attracted significant interest recently due to its capability to meet the fast growing demand on user-defined and human-oriented communication services such as holographic communications, eXtended reality (XR),…

信息论 · 计算机科学 2023-12-12 Jingxuan Chai , Yong Xiao , Guangming Shi , Walid Saad

We consider the problem of communicating a sequence of concepts, i.e., unknown and potentially stochastic maps, which can be observed only through examples, i.e., the mapping rules are unknown. The transmitter applies a learning algorithm…

信息论 · 计算机科学 2023-05-16 Francesco Pase , Szymon Kobus , Deniz Gunduz , Michele Zorzi

This paper investigates an information-theoretic model of secure semantic-aware communication. For this purpose, we consider the lossy joint source-channel coding (JSCC) of a memoryless semantic source transmitted over a memoryless wiretap…

信息论 · 计算机科学 2026-05-26 Denis Kozlov , Mahtab Mirmohseni , Rahim Tafazolli

As conventional communication systems based on classic information theory have closely approached the limits of Shannon channel capacity, semantic communication has been recognized as a key enabling technology for the further improvement of…

信息论 · 计算机科学 2023-06-06 Jiancheng Tang , Qianqian Yang , Zhaoyang Zhang

Artificial intelligence (AI) is ushering in a new era for communication. As a result, the establishment of a semantic communication framework is putting on the agenda. Based on a realistic semantic communication model, this paper develops a…

信息论 · 计算机科学 2025-09-15 Yi-Qun Zhao , Zhi-Ming Ma , Geoffrey Ye Li , Shuai Yuan , Tong Ye , Chuan Zhou

The rate-distortion function (RDF) has long been an information-theoretic benchmark for data compression. As its natural extension, the indirect rate-distortion function (iRDF) corresponds to the scenario where the encoder can only access…

信息论 · 计算机科学 2025-03-11 Zichao Yu , Qiang Sun , Wenyi Zhang

In this paper, we study the computation of the rate-distortion-perception function (RDPF) for discrete memoryless sources subject to a single-letter average distortion constraint and a perception constraint that belongs to the family of…

信息论 · 计算机科学 2023-05-09 Giuseppe Serra , Photios A. Stavrou , Marios Kountouris

Semantic communication aims to convey meaning rather than bit-perfect reproduction, representing a paradigm shift from traditional communication. This paper investigates distribution learning in semantic communication where receivers must…

机器学习 · 计算机科学 2025-08-15 Samer Lahoud , Kinda Khawam

A scenario involving a source, a channel, and a destination, where the destination is interested in {\em both} reliably reconstructing the message transmitted by the source and estimating with a fidelity criterion the state of the channel,…

信息论 · 计算机科学 2011-08-30 Wenyi Zhang , Satish Vedantam , Urbashi Mitra

In this paper we invoke a nonanticipative information Rate Distortion Function (RDF) for sources with memory, and we analyze its importance in probabilistic matching of the source to the channel so that transmission of a symbol-by-symbol…

信息论 · 计算机科学 2013-04-26 Christos Kourtellaris , Charalambos D. Charalambous , Photios A. Stavrou

The fundamental limit of natural signal compression has traditionally been characterized by classical rate-distortion (RD) theory through the tradeoff between coding rate and reconstruction distortion, while the rate-distortion-perception…

信息论 · 计算机科学 2026-04-17 Zijian Liang , Kai Niu , Changshuo Wang , Jin Xu , Ping Zhang

The problem of bistatic integrated sensing and communications over memoryless relay channels is considered, where destination concurrently decodes the message sent by the source and estimates unknown parameters from received signals with…

信息论 · 计算机科学 2026-03-05 Yao Liu , Min Li , Lawrence Ong , Aylin Yener

We consider the semantic rate-distortion problem motivated by task-oriented video compression. The semantic information corresponding to the task, which is not observable to the encoder, shows impacts on the observations through a joint…

信息论 · 计算机科学 2022-08-15 Tao Guo , Yizhu Wang , Jie Han , Huihui Wu , Bo Bai , Wei Han

The fundamental limit of Semantic Communications (joint source-channel coding) is established when the transmission needs to be kept covert from an external warden. We derive information-theoretic achievability and matching converse results…

信息论 · 计算机科学 2024-06-21 Abdelaziz Bounhar , Mireille Sarkiss , Michèle Wigger

A rate-distortion problem motivated by the consideration of semantic information is formulated and solved. The starting point is to model an information source as a pair consisting of an intrinsic state which is not observable,…

信息论 · 计算机科学 2021-05-11 Jiakun Liu , Wenyi Zhang , H. Vincent Poor

We consider the problem of joint source-channel coding for semantic communication from a rateless perspective, the purpose of which is to settle the balance between reliability (distortion/perception) and effectiveness (rate) of…

信息检索 · 计算机科学 2025-01-23 Cheng Peng , Rulong Wang , Yong Xiao
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