Less data, more knowledge: Building next generation semantic communication networks

C Chaccour, W Saad, M Debbah… - … Surveys & Tutorials, 2024 - ieeexplore.ieee.org
Semantic communication is viewed as a revolutionary paradigm that can potentially
transform how we design and operate wireless communication systems. However, despite a …

A survey on over-the-air computation

A Şahin, R Yang - IEEE Communications Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Communication and computation are often viewed as separate tasks. This approach is very
effective from the perspective of engineering as isolated optimizations can be performed …

A survey on digital twins: Architecture, enabling technologies, security and privacy, and future prospects

Y Wang, Z Su, S Guo, M Dai… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
By interacting, synchronizing, and cooperating with its physical counterpart in real time,
digital twin (DT) is promised to promote an intelligent, predictive, and optimized modern city …

Energy efficient semantic communication over wireless networks with rate splitting

Z Yang, M Chen, Z Zhang… - IEEE Journal on Selected …, 2023 - ieeexplore.ieee.org
In this paper, the problem of wireless resource allocation and semantic information
extraction for energy efficient semantic communications over wireless networks with rate …

Deep learning-enabled semantic communication systems with task-unaware transmitter and dynamic data

H Zhang, S Shao, M Tao, X Bi… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Existing deep learning-enabled semantic communication systems often rely on shared
background knowledge between the transmitter and receiver that includes empirical data …

Machine learning for large-scale optimization in 6g wireless networks

Y Shi, L Lian, Y Shi, Z Wang, Y Zhou… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The sixth generation (6G) wireless systems are envisioned to enable the paradigm shift from
“connected things” to “connected intelligence”, featured by ultra high density, large-scale …

Task-oriented communications for 6G: Vision, principles, and technologies

Y Shi, Y Zhou, D Wen, Y Wu, C Jiang… - IEEE Wireless …, 2023 - ieeexplore.ieee.org
Driven by the interplay among artificial intelligence, digital twin, and wireless networks, 6G is
envisaged to go beyond data-centric services to provide intelligent and immersive …

Explainable AI over the Internet of Things (IoT): Overview, state-of-the-art and future directions

SK Jagatheesaperumal, QV Pham… - IEEE Open Journal …, 2022 - ieeexplore.ieee.org
Explainable Artificial Intelligence (XAI) is transforming the field of Artificial Intelligence (AI) by
enhancing the trust of end-users in machines. As the number of connected devices keeps on …

Generative joint source-channel coding for semantic image transmission

E Erdemir, TY Tung, PL Dragotti… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Recent works have shown that joint source-channel coding (JSCC) schemes using deep
neural networks (DNNs), called DeepJSCC, provide promising results in wireless image …

Making sense of meaning: A survey on metrics for semantic and goal-oriented communication

TM Getu, G Kaddoum, M Bennis - IEEE Access, 2023 - ieeexplore.ieee.org
Semantic communication (SemCom) aims to convey the meaning behind a transmitted
message by transmitting only semantically-relevant information. This semantic-centric …