Rate-distortion theory for strategic semantic communication

Y Xiao, X Zhang, Y Li, G Shi… - 2022 IEEE Information …, 2022 - ieeexplore.ieee.org
… We consider a semantic communication model as illustrated in Fig. 1, where a semantic
information source W consists of some intrinsic states and features that cannot be directly …

A rate-distortion framework for characterizing semantic information

J Liu, W Zhang, HV Poor - 2021 IEEE International Symposium …, 2021 - ieeexplore.ieee.org
semantic information, which still appears elusive, we argue that, for many applications the
semantic … So by semantic information, we actually mean that there exists some intrinsic state (ie…

The role of fidelity in goal-oriented semantic communication: A rate distortion approach

PA Stavrou, M Kountouris - … Transactions on Communications, 2023 - ieeexplore.ieee.org
… The quest for a goal-oriented semantic communication theory has recently … rate-distortion
theory, we consider the problem of communicating a memoryless source, whose semantic, …

Image semantic communications: An extended rate-distortion theory based scheme

W Tong, F Liu, Z Sun, Y Yang… - 2022 IEEE Globecom …, 2022 - ieeexplore.ieee.org
communications. In this paper, we propose a task-oriented semantic communications with
semantic reconstruction (TOSC-SR) scheme for image semantic communications. Different …

Fundamental Limitation of Semantic Communications: Neural Estimation for Rate-Distortion

D Li, J Huang, C Huang, X Qin… - … of Communications …, 2023 - ieeexplore.ieee.org
… Abstract—This paper studies the fundamental limit of semantic communications over the …
send a semantic source consisting of an observation state and its corresponding semantic state, …

Task-oriented image semantic communication based on rate-distortion theory

F Liu, W Tong, Y Yang, Z Sun, C Guo - arXiv preprint arXiv:2201.10929, 2022 - arxiv.org
… -oriented semantic communication scheme with semantic reconstruction (… semantic-level
distortion during communications under a certain rate, which formulates a new rate-distortion

Rate Adaptable Multi-Task-Oriented Semantic Communication: An Extended Rate-Distortion Theory Based Scheme

F Liu, Z Sun, Y Yang, C Guo… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
… In the multi-task semantic communication system proposed in … rate distortion theory by
considering the semantic distortion between multiple tasks and the semantic perception distortion

Multi-Task Semantic Communications: An Extended Rate-Distortion Theory Based Scheme

Z Sun, F Liu, Y Yang, W Tong… - … on Communications …, 2023 - ieeexplore.ieee.org
… takes the rate of the extracted semantics and the distortion of multiple AI tasks … ratedistortion,
coined as extended rate-distortion, which can guide the extraction of the compact semantics

An indirect rate-distortion characterization for semantic sources: General model and the case of gaussian observation

J Liu, S Shao, W Zhang, HV Poor - … on Communications, 2022 - ieeexplore.ieee.org
rate distor- 98 tion theory for characterizing semantic information. We define and derive a
single-letter expression for the 100 semantic rate distortion … the semantic rate distortion function …

RateDistortion–Perception Optimized Neural Speech Transmission System for High-Fidelity Semantic Communications

S Yao, Z Xiao, K Niu - Sensors, 2024 - mdpi.com
ratedistortion–perception (RDP) performance toward the goal of high-fidelity semantic
communication. … the semantic content complexity, which facilitates the adaptive transmission …