Performance optimization for semantic communications: An attention-based reinforcement learning approach

Y Wang, M Chen, T Luo, W Saad… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
In this paper, a semantic communication framework is proposed for textual data
transmission. In the studied model, a base station (BS) extracts the semantic information …

Performance optimization for semantic communications: An attention-based learning approach

Y Wang, M Chen, W Saad, T Luo… - 2021 IEEE Global …, 2021 - ieeexplore.ieee.org
In this paper, a semantic communication framework is proposed for wireless networks. In the
proposed framework, a base station (BS) extracts the semantic information from textual data …

DRL-driven dynamic resource allocation for task-oriented semantic communication

H Zhang, H Wang, Y Li, K Long… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Semantic communication has been regarded as a promising technology to serve upcoming
intelligent applications. However, few studies have addressed the problem of resource …

Cognitive semantic communication systems driven by knowledge graph

F Zhou, Y Li, X Zhang, Q Wu, X Lei… - ICC 2022-IEEE …, 2022 - ieeexplore.ieee.org
Semantic communication is envisioned as a promising technique to break through the
Shannon limit. However, the existing semantic communication frameworks do not involve …

Qoe-aware resource allocation for semantic communication networks

L Yan, Z Qin, R Zhang, Y Li… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
With the aim of accomplishing intelligence tasks, semantic communications transmit task-
related information only, yielding significant performance gains over conventional …

[HTML][HTML] Reliable semantic communication system enabled by knowledge graph

S Jiang, Y Liu, Y Zhang, P Luo, K Cao, J Xiong, H Zhao… - Entropy, 2022 - mdpi.com
Semantic communication is a promising technology used to overcome the challenges of
large bandwidth and power requirements caused by the data explosion. Semantic …

Reinforcement learning-powered semantic communication via semantic similarity

K Lu, R Li, X Chen, Z Zhao, H Zhang - arXiv preprint arXiv:2108.12121, 2021 - arxiv.org
We introduce a new semantic communication mechanism-SemanticRL, whose key idea is to
preserve the semantic information instead of strictly securing the bit-level precision. Unlike …

Personalized saliency in task-oriented semantic communications: Image transmission and performance analysis

J Kang, H Du, Z Li, Z Xiong, S Ma… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Semantic communication, as a promising technology, has emerged to break through the
Shannon limit, which is envisioned as the key enabler and fundamental paradigm for future …

Neuro-symbolic causal reasoning meets signaling game for emergent semantic communications

CK Thomas, W Saad - IEEE Transactions on Wireless …, 2023 - ieeexplore.ieee.org
Semantic communication (SC) is an effective approach to communicate reliably with minimal
data transfer while simultaneously providing seamless connectivity. In this paper, a novel …

Rethinking modern communication from semantic coding to semantic communication

K Lu, Q Zhou, R Li, Z Zhao, X Chen… - IEEE Wireless …, 2022 - ieeexplore.ieee.org
Modern communications are usually designed to pursue a higher bit-level precision and
fewer bits while transmitting a message. This article rethinks these two major features and …