Imitation learning-based implicit semantic-aware communication networks: Multi-layer representation and collaborative reasoning

Y Xiao, Z Sun, G Shi, D Niyato - IEEE Journal on Selected …, 2022 - ieeexplore.ieee.org
Semantic communication has recently attracted significant interest from both industry and
academia due to its potential to transform the existing data-focused communication …

Reasoning over the air: A reasoning-based implicit semantic-aware communication framework

Y Xiao, Y Liao, Y Li, G Shi, HV Poor… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Semantic-aware communication is a novel paradigm that draws inspiration from human
communication focusing on the delivery of the meaning of messages. It has attracted …

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 …

Reasoning on the air: An implicit semantic communication architecture

Y Xiao, Y Li, G Shi, HV Poor - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Semantic communication is a novel communication paradigm which draws inspiration from
human communication focusing on the delivery of the meaning of a message to the intended …

Life-long learning for reasoning-based semantic communication

J Liang, Y Xiao, Y Li, G Shi… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Semantic communication is an emerging paradigm that focuses on understanding and
delivering semantics or meaning of messages. Most existing semantic communication …

Task-oriented explainable semantic communications

S Ma, W Qiao, Y Wu, H Li, G Shi, D Gao… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Semantic communications utilize the transceiver computing resources to alleviate scarce
transmission resources, such as bandwidth and energy. Although the conventional deep …

Generative AI-driven semantic communication networks: Architecture, technologies and applications

C Liang, H Du, Y Sun, D Niyato, J Kang, D Zhao… - arXiv preprint arXiv …, 2023 - arxiv.org
Generative artificial intelligence (GAI) has emerged as a rapidly burgeoning field
demonstrating significant potential in creating diverse contents intelligently and …

Deep learning enabled semantic communication systems

H Xie, Z Qin, GY Li, BH Juang - IEEE Transactions on Signal …, 2021 - ieeexplore.ieee.org
Recently, deep learned enabled end-to-end communication systems have been developed
to merge all physical layer blocks in the traditional communication systems, which make joint …

Computing networks enabled semantic communications

Z Qin, J Ying, D Yang, H Wang, X Tao - IEEE Network, 2024 - ieeexplore.ieee.org
Semantic communication has shown great potential in boosting the effectiveness and
reliability of communications. However, its systems to date are mostly enabled by deep …

Contrastive learning based semantic communications

S Tang, Q Yang, L Fan, X Lei… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Recently, there has been a growing interest in learning-based semantic communication
because it can prioritize the preservation of meaningful semantic information over the …