Task-oriented communication for edge video analytics

J Shao, X Zhang, J Zhang - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
With the development of artificial intelligence (AI) techniques and the increasing popularity
of camera-equipped devices, many edge video analytics applications are emerging, calling …

Semantic Communication: A Survey of Its Theoretical Development

G **n, P Fan, KB Letaief - Entropy, 2024 - mdpi.com
In recent years, semantic communication has received significant attention from both
academia and industry, driven by the growing demands for ultra-low latency and high …

AI and Deep Learning for THz Ultra-Massive MIMO: From Model-Driven Approaches to Foundation Models

W Yu, H He, S Song, J Zhang, L Dai, L Zheng… - arxiv preprint arxiv …, 2024 - arxiv.org
In this paper, we explore the potential of artificial intelligence (AI) to address the challenges
posed by terahertz ultra-massive multiple-input multiple-output (THz UM-MIMO) systems. We …

Deep Learning-Based Adaptive Joint Source-Channel Coding using Hypernetworks

S **e, H He, H Li, S Song, J Zhang, YJA Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
Deep learning-based joint source-channel coding (DJSCC) is expected to be a key
technique for {the} next-generation wireless networks. However, the existing DJSCC …

Opportunistic Information-Bottleneck for Goal-Oriented Feature Extraction and Communication

F Binucci, P Banelli, P Di Lorenzo… - IEEE Open Journal of …, 2024 - ieeexplore.ieee.org
The Information Bottleneck (IB) method is an information theoretical framework to design a
parsimonious and tunable feature-extraction mechanism, such that the extracted features …

Task-Oriented Communication for Vehicle-to-Infrastructure Cooperative Perception

J Shao, T Li, J Zhang - 2024 IEEE 34th International Workshop …, 2024 - ieeexplore.ieee.org
Vehicle-to-infrastructure (V2I) cooperative perception plays a crucial role in autonomous
driving scenarios. Despite its potential to improve perception accuracy and robustness, the …

Semantic information theory: Recent advances and future challenges

G **n, P Fan, KB Letaief - 2023 - preprints.org
In recent years, semantic communication has received significant attention from both
academia and industry, driven by the growing demands for ultra-low latency and high …

Tackling Distribution Shifts in Task-Oriented Communication with Information Bottleneck

H Li, J Shao, H He, S Song, J Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
Task-oriented communication aims to extract and transmit task-relevant information to
significantly reduce the communication overhead and transmission latency. However, the …

Task-Oriented Communications for Connected Intelligence at the Wireless Network Edge

J Shao - 2023 - search.proquest.com
Wireless communication technologies have revolutionized our everyday lives, and the
recent development of 5G networks further fuels tremendous innovation in mobile …