3 papers
cs.IT2025
Rate-Distortion Region for Distributed Indirect Source Coding with Decoder Side Information
Jiancheng Tang, Qianqian Yang
This paper studies a variant of the rate-distortion problem motivated by task-oriented semantic communication and distributed learning systems, where correlated sources are ind…
cs.LG2024
Knowledge-Aided Semantic Communication Leveraging Probabilistic Graphical Modeling
Haowen Wan, Qianqian Yang, Jiancheng Tang +1
In this paper, we propose a semantic communication approach based on probabilistic graphical model (PGM). The proposed approach involves constructing a PGM from a training dataset,…
cs.IT2024
Distributed Indirect Source Coding with Decoder Side Information
Jiancheng Tang, Qianqian Yang, Deniz Gündüz
This paper studies a variant of the rate-distortion problem motivated by task-oriented semantic communication and distributed learning problems, where correlated sources are in…