3 citations · 6 across the 6 of their papers we have counts for
6 papers
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…
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,…
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…
Information-Theoretic Limits on Compression of Semantic Information
Jiancheng Tang, Qianqian Yang, Zhaoyang Zhang
As conventional communication systems based on classic information theory have closely approached the limits of Shannon channel capacity, semantic communication has been recognized…
Generative Model Based Highly Efficient Semantic Communication Approach for Image Transmission
Tianxiao Han, Jiancheng Tang, Qianqian Yang +3
Deep learning (DL) based semantic communication methods have been explored to transmit images efficiently in recent years. In this paper, we propose a generative model based semant…
Blind Channel Estimation for MIMO Systems via Variational Inference
Jiancheng Tang, Qianqian Yang, Zhaoyang Zhang
In this paper, we investigate the blind channel estimation problem for MIMO systems under Rayleigh fading channel. Conventional MIMO communication techniques require transmitting a…